The bus rumbled along, packed with commuters. Sarah watched the city blur past, the familiar landscape suddenly feeling alien. It was the weekly injection that had brought her here, where she had seen him.

She saw him at the back of the bus, hunched over, his hands covering his face. She recognized the posture, the way he was trying to hide. Their eyes met for a fleeting moment, and a look of desperation flashed across his face.

The bus screeched to a halt, the doors hissing open. Sarah found herself unable to move, frozen in place. He stood, and headed for the doors, stopping in front of her. His only comment was to politely ask, “You, too?” She nodded, and he was gone.

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
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242