The professor’s words cut through Claire like a knife. She’d always prided herself on her academic integrity, on her hard work and dedication. Now, all that was called into question. She felt defiled.

She avoided her friends, the shared laughter now a painful reminder of a time before the accusations, before the stain. The thought of facing them, of explaining herself, made her stomach churn. She retreated into her room, the door a barricade against the world.

She couldn't bring herself to open her laptop, the blank screen a symbol of her failure. The silence of the room was deafening, amplified by the heavy weight of her emotions.

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