He arrived late to the seminar. He hoped to avoid eye contact with Professor Chen. The news of her departure had been a shock. He thought he could outmaneuver her by completing his work on time. He thought he was good enough to pull it off. He wasn’t.

He pretended to be engrossed in his notes, though his mind was blank. His face flushed with each question she posed. He felt the sting of her knowing gaze. He should have listened. He should have worked harder. He should have taken her advice. The faces around the seminar room blurred. He wanted to vanish.

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