She tried to laugh, but the sound caught in her throat, a choked, desperate sound. The party buzzed around her, music, chatter, the clink of glasses. She excused herself, heading to the patio, seeking refuge from the artificial cheer. She’d found the phone tucked away in a drawer, the missed calls from an unfamiliar number. The world felt suddenly fragile, unstable. She looked around, the faces of her friends, all of them smiling, a sea of normalcy, and felt an abyss opening beneath her feet.

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