She pulled the card from the mailbox. It said, simply, "Wishing you joy." A wave of sorrow, unexpected, washed over her. She knew the sender wasn’t her, but she still wanted to know who it was. She wanted that feeling.

The day stretched before her, a vast expanse of empty hours. The silence of her apartment amplified her sense of loss. She felt the need to apologize, for not being better, for not being stronger. She felt so guilty.

She sat at the kitchen table, the card propped up against the sugar bowl. It was just a card, a meaningless gesture. But it felt more than that, it felt like an accusation, like a reminder of what she lacked.

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