The gallery buzzed with chatter and the clinking of glasses. Fiona watched as her colleague, Daniel, basked in the admiring glances of the art collectors. His sculpture, a soaring abstract piece, stood as the centerpiece. It was a striking creation. Identical to hers.

Fiona felt a cold dread wash over her. She gripped her champagne flute tightly, her knuckles white. She couldn’t bring herself to congratulate him. Her mouth felt dry. The laughter and conversation surrounding her seemed muffled, as if she were underwater.

She turned and moved toward the exit, the weight of the moment pressing down on her. The fresh air outside offered a brief respite from the suffocating atmosphere. She felt a deep, profound sense of… something. She couldn't name it.

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