He found them tucked inside his grandfather’s old war journal. Pictures of his grandfather, the stoic war hero, the man who’d never spoken of fear, smiling widely with a woman in a shimmering gown. Their faces were flushed, their bodies close. It wasn’t his grandmother. Thomas felt the blood drain from his face. The rigid stance he’d always adopted, mirroring his grandfather’s, felt suddenly flimsy, hollow. He closed the journal with a snap, the sound sharp in the quiet room. He wouldn't be able to look at his grandfather's portrait on the wall ever again.

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