The paper felt heavy in Maya’s hands. She hadn't even glanced at the grade yet, but the way her professor held it out, a slight grimace on his face, spoke volumes. A knot formed in her stomach, tightening with each passing second. She finally looked down: a D. Her cheeks burned. She mumbled a thank you and scurried out of the classroom, avoiding eye contact with anyone. The walk back to the dorm was a blur.

Back in her room, she tossed the paper onto her desk, the harsh red ink mocking her. She pulled the covers over her head, wanting to disappear. The feeling of being watched, judged, followed her into the darkness, making it impossible to relax. She stayed there, curled up, until dinner.

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