The retirement party loomed, a menacing presence on her calendar. It represented a disruption to the equilibrium of her life. The request to speak felt like an assault on her carefully constructed world, a world where she always knew her place.

She found herself constantly checking in with her parents, asking them about every detail of the party. She needed reassurance, guidance, a sense of security. She felt adrift without their constant presence.

As she stood up to give her speech, she felt a crushing sense of isolation. The room spun around her. She clung to the podium, her knuckles white. Her voice was thin and reedy. She stumbled through her prepared remarks, her gaze fixed on her parents, begging for their approval.

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