“Accepted,” Sarah muttered under her breath, a knot forming in her stomach as she clicked the button. The notification, from David Peterson, had appeared while she was scrolling through memes, and it had instantly stolen her good mood. He had tormented her for years. The memory of the stinging words was vivid.

She closed her eyes, trying to force the feeling of dread to dissipate. The air in her apartment felt suddenly heavy, thick.

She opened the messages, her hand trembling. Was this some kind of sick joke? A setup? The cynicism she had tried to leave behind bubbled back to the surface.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210