The professor had called him into his office. Ethan knew what was coming. The failing grade was a punch to the gut, the words "needs improvement" a bitter aftertaste. He forced a smile, but his hands betrayed him, clenching into fists.

He wanted to scream, to argue, but the words caught in his throat. He just nodded, mumbled a thank you, and quickly left the office. He avoided eye contact in the hallway. He felt like everyone could see through him, could see his failure written across his face. He found a quiet corner in the library, and buried his head in his hands.

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