He avoided the family gatherings. The mere thought of sitting through another conversation about his uncle's newfound faith sent a wave of nausea through him. The air seemed thin, filled with an invisible force that pushed him away.

He made excuses, claiming work deadlines and other obligations. He’d spend hours hunched over his computer, staring blankly at the screen. He was relieved when he found an excuse to leave the family event early.

The vacant silence of his apartment felt like a relief compared to the forced cheerfulness of his family. He felt his hands begin to tremble. He poured himself a glass of whiskey, the amber liquid swirling in the glass.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210