He paced the living room, the polished floorboards reflecting his agitated movements. The silence of the house, usually a source of comfort, now felt heavy, oppressive. He craved the reassurance of a friendly voice, a reminder that he wasn't completely inept. The phone was the only way.

He meant to send the message to his older sister, who always knew how to make him feel better. But he accidentally sent it to his demanding and critical ex-wife. He felt a chill creep up his spine.

Her response would be dripping with sarcasm. It would be laced with condescension, a reminder of all his shortcomings. His hands felt numb, his stomach churned. He felt the familiar weight of his own perceived inadequacies.

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