The world seemed to tilt on its axis when she saw it – her diary, open on the nightstand, next to a half-eaten bag of chips. Maya felt a cold rush, not anger. Her roommate, Chloe, was asleep, sprawled across her bed. This was usually when the other girl had her own friends over, and that made Maya feel strangely alone.

Maya's fingers itched with the urge to pick it up, to slam it shut. But she hesitated, paralyzed. Chloe’s approval, her friendship – everything felt fragile.

She quietly shut the cover, carefully placing it back in its position before retreating to her own corner of the room. She began to focus on breathing to keep herself from crying.

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