Jessica's hands started to tremble as she saw Mr. Reynolds standing in the doorway of the classroom. She remembered the way he had always favored the bright children. Her son, Ethan, was now in his class.

She found herself constantly comparing Ethan to the other children, worrying, fretting. She started volunteering in the classroom, watching Mr. Reynolds' every move. She wanted to influence the situation, to nudge things in Ethan's favor. She felt a strange, primal urge to protect her son from a judgment she herself had internalized.

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