“Congratulations, Professor,” she mumbled, avoiding his gaze. The words felt like lead in her mouth. She had to force herself to say them. Dr. Evans' departure for a better position was celebrated by all. For her, it was a sentence. She thought of the months of missed deadlines and the ignored emails. She knew, now, that her actions had been a waste of his time.

She stood awkwardly in the hallway, watching him pack his office. She was a burden, a disappointment. The hallway felt too bright, the air too loud. She felt a profound sense of inadequacy. Her cheeks burned. She wanted to disappear.

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