Michael felt his throat constrict. The announcement felt like the floor was falling beneath his feet. The familiar office now felt alien, the friendly faces of his colleagues somehow distant. He’d never been one for taking risks. He was comfortable with consistency.

He thought of his mortgage, his bills, his small car. It all seemed to be held together by one single thread; this job. Now, that thread was about to break, leaving him adrift. The prospect of starting over, of selling himself to someone else, was a bitter pill to swallow.

He sank back in his chair, feeling small and insignificant, a leaf caught in a hurricane. He felt his face flush hot, then cold, then hot again.

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