Liam felt his cheeks flush hot. Ms. Peterson, his English teacher, had requested to follow him on Twitter. He'd poured his heart out on that platform: complaints about homework, witty observations, and secret crushes. The thought of her reading all that now made him want to crawl under a rock.

He started deleting tweets, panicking, his fingers moving at a furious pace. In class, he found himself scrutinizing her. Every smile, every glance felt like a judgment. He deliberately chose a seat at the back of the room, away from the lectern, so he wouldn't have to face her. The assignments felt like a personal affront.

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