Eliza sat at the kitchen table, the inheritance papers spread out before her. She traced the lines of the typed text with a shaky finger, the words blurring before her eyes. The letter said she had a half-sister. A wave of nausea washed over her. Her mother had always been her rock, the person who made all the important decisions, the one who navigated the complexities of life.

The thought of someone else claiming a share of her inheritance, of her mother's affection, filled her with a profound sense of unease. She wanted to scream, to lash out, but instead, she just sat there, frozen. She felt a profound loneliness, a sense of abandonment she hadn't experienced since she was a small child. She needed her mother, she needed her guidance, she needed to know she was still safe.

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