The title alone, *The Collector*, made her skin crawl. He’d dedicated the book to her, but the dedication felt like a sick joke. He’d chronicled her every quirky habit, her every social blunder. It was all there, a meticulous catalog of her perceived weaknesses. She wanted to scream, to lash out, but the words caught in her throat. She retreated to the bedroom, pulling the covers over her head, wishing the light would disappear. The silence of the house felt deafening.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
逃0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🀩-0.242