The party was small, just a few friends. But the laughter and music apparently carried. When Mrs. Davis knocked, she looked genuinely tired. Eleanor felt a jolt of something unpleasant.

She explained herself, saying something about *it being an enjoyable evening*. She apologized, anyway. She watched Mrs. Davis walk away, her shoulders slumped.

Back in the apartment, Eleanor’s carefully cultivated cheerfulness felt hollow. She quickly went about gathering empty bottles and cleaning up. Her friends’ laughter became irritating noise.

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