The light in the hallway seemed too bright. After catching a glimpse of her roommate, Chloe, walking into her room with her journal, Maya’s breath hitched. She quickly retreated into her own room, slamming the door. The sound echoed in the sudden silence.

She wanted to scream, to lash out. Instead, she sat on her bed, clutching a pillow to her chest. Each entry, each confession, flickered in her mind. Her pulse hammered against her ribs. She couldn’t look Chloe in the eye. A sense of wrongness had taken root in her.

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