The party was in full swing, music blaring, laughter echoing through the large, opulent house. Sarah stood near the buffet table, picking listlessly at a miniature quiche. Everyone was congratulating her friend, the inventor of the new automated dog walker. A deep knot formed in her gut.

She’d spent months perfecting her own version of the same thing. She'd been so sure, so confident. She watched as her friend was swarmed by admirers, her chest ached. She excused herself and went outside, the cool night air doing little to alleviate the heat rising in her face. The joy of the evening was completely lost on her.

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