The bustling train station became a blur as Liam scanned the crowd. He'd been trying to avoid the postman, but he couldn't hide forever. He'd seen the handwriting on the letter, and a cold dread had settled in his stomach.

He’d once been a hero, now he was something else. He should have done more. He wished he could go back.

He sat on a bench, staring at the envelope, the sounds of the station washing over him. The train's departure horn blared, a sound that pierced through his chest.

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
逃0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🀩-0.242