She smoothed down her skirt, a nervous habit she’d developed. The email, with its terse subject line, "Party Update," had obliterated the joy she’d felt all week. The cancellation. The reason – a "scheduling conflict" – felt like a slap in the face. She'd told everyone, and now they wouldn’t come. Her breath hitched. She imagined explaining this to the few people who still mattered, those who might actually care, and that image made her shoulders slump. Each step back towards her car felt heavy, like wading through molasses.

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