The letter arrived mid-afternoon, tucked amongst the bills and junk mail. Daniel let it sit on the kitchen table, untouched, for an hour, then another. He kept busy, cleaning the already spotless counter, watering the meager herbs on the windowsill. The letter was addressed to him, in a familiar hand.

He knew what it was. He’d lived with the weight of it, for so long. He wasn't the man he used to be, he'd sworn to himself. He'd tried to be a better person.

He picked at the corner of the envelope with his nail. His palms began to sweat. When he finally opened it, he found he could barely breathe.

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