The party was in full swing, celebrating the book. She stood in the corner, a champagne flute clutched tightly in her hand, the bubbly a bitter taste in her mouth. She could feel the stares, the murmurs, the undercurrent of gossip.

She tried to appear relaxed, to smile, but her face felt stiff, unnatural. She noticed the slight tremor of her hands. A waitress approached, and she flinched, almost spilling the champagne.

She excused herself and retreated to the patio, gulping down the cool evening air. The night was hot. She tugged at her collar, desperate for relief from the sudden feeling of tightness, of being caught.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264