The email from Sarah, outlining her elaborate dinner party, was still open on Elena's laptop. Across the room, Leo's text message - "Drinks at my place, come on by!" - blinked. Her fingers hovered over the keyboard, unable to formulate a response. She kept going back to Sarah's invitation, the formal wording and the carefully curated guest list.

She felt a tightening in her shoulders, a deep ache that radiated through her upper body. She should at least call Leo. It was Leo. Her earliest friend.

Elena took a deep breath, reaching for her phone. The dial tone felt like a judgement. A dull ache began behind her eyes as she heard his voicemail. He probably knew already, the thought flashed through her mind.

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