"Could you keep it down, love?" The words, a polite request, still stung. Sarah’s cheeks burned. The party, she thought, hadn’t been *that* loud.

She forced a smile, murmuring an apology. She didn’t meet Mr. Peterson’s gaze. She watched him walk away. The music seemed to become louder, now a source of deep anxiety.

She quickly walked in, shutting the door. Her breath hitched. She went around her apartment and turned off the music. The apartment felt cold and empty, with the music gone. She avoided eye contact with her friends, her earlier cheer replaced by a strange detachment.

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