The weight on Arthur’s shoulders was nearly unbearable. He stared at the empty patch of concrete, his face a mask of weary defeat. He’d forgotten to move his car for the monthly street sweeping. The thought of the judgment, the gossip, the casual pity, made him want to burrow underground.

He felt the sting of tears. He hadn't been able to afford the repairs, that was the truth. The car had been his escape, his freedom. Now, it was gone, a symbol of his current circumstance. He felt small, exposed, utterly defeated.

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