The scent of ink and paper used to invigorate Elena. She had always enjoyed calligraphy, her cursive handwriting a thing of beauty. But her daughter, Sofia, had taken the hobby to a new level. Her artistic letters were so perfect, they were now being featured on merchandise. Elena was now constantly reminded of her own place.

The elaborate script Sofia used was now beautiful to her, it just wasn’t hers. The joy had fled, replaced by a subtle disquiet. She’d find herself avoiding the desk in the corner. She would try and avoid her daughter, which made her feel… awful.

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