"Remember that camping trip? God, that was hilarious!" Sarah laughed, her eyes sparkling. She was reliving the experience, the way they'd gotten lost, the close encounters with wildlife. The memory, for her, was coated in nostalgia.

Across the campfire, Emily stirred the embers. She remembered the trip quite differently. She recalled the fear of the dark woods, the responsibility of keeping them on the right path, the constant need to reassure Sarah, whose confidence faltered with the setting sun. Emily felt the weight of that responsibility again, a familiar pressure pressing down on her shoulders.

Emily glanced at the flames, at the way the fire crackled and danced. She felt a longing, a deep ache to be free, to be carefree and not be the one burdened with responsibility. She hated the way she could never truly enjoy anything.

"Yeah," she mumbled, her voice almost inaudible. She added, "Hilarious."

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