The clinking of glasses felt like a cacophony as Jessica navigated the crowded room. Her eyes scanned the gathering, a flicker of dread in her heart. And then she saw him, Liam, talking and smiling with a group of friends.

Her breath caught in her throat. She fumbled with her purse, her fingers clumsy and unsure. The joyous music grated on her ears. Every beat was a reminder.

She excused herself from the conversation, mumbling something about needing to find the restroom. She felt a profound sense of wrongness, as if she had broken something precious.

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