The flickering airport terminal screens mocked Amelia with their unchanging, "DELAYED" status. Her stomach churned. The wedding—her sister’s wedding—was hours away. She knew she should have booked a flight earlier, but her husband, always the planner, had handled the travel arrangements. Now, stranded, she felt a familiar hollowness bloom in her chest. She found herself repeatedly checking her phone for messages, desperately hoping for a solution, a lifeline. The airport food court felt like a prison.

She slumped onto a hard plastic chair, feeling utterly lost. The unfamiliar chaos of delayed flights, the jostling crowds, the echoing announcements—it all felt overwhelming. She squeezed her eyes shut, picturing her sister's smiling face, the vows, the celebration. Every image was laced with a sense of helplessness. It was her sister's happiest day, and it felt like she was trapped in a glass box, watching from a distance, powerless.

The terminal’s sterile air throbbed with the dull ache of waiting. Every announcement, every loudspeaker crackle, sent a fresh wave of panic through her. She clutched her handbag, her knuckles white. She should have driven, she thought, she should have insisted. The thought of confronting the situation alone, of figuring out her own options, made her want to weep.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258