Rain lashed against the pawn shop window, mirroring the storm brewing inside Amelia. She hadn't slept well in weeks, and the dark circles under her eyes testified to it. The fluorescent lights overhead seemed to hum with a discordant energy, amplifying the tension prickling beneath her skin. This whole thing was a waste of her afternoon, a foolish errand.

She saw it almost immediately – the delicate filigree, the single, flashing diamond. She felt the sudden urge to smash the display with her fist. Her grandmother’s ring. Sold off by her father, the man who had abandoned her.

"Let me see that one," she said, her voice a clipped whisper, refusing to acknowledge the ache in her voice. The shop owner, a man with greasy hair and suspicious eyes, slid it over.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225