He saw the stakes first, the little flags flapping in the breeze. Then, the survey crew, trudging across the shared property line. The plans were clear: a six-foot-tall monstrosity was going up, blocking his view of the sunset.

"Morning, Bob!" His neighbor, Frank, called out, all sunshine and smiles. Bob grunted in response. The pleasantness of Frank's greeting only seemed to intensify the feeling in Bob's gut, a tight, clenched knot.

He pictured Frank, probably smug about getting the jump on him. Frank, who always seemed to win. Frank, with his perfectly manicured lawn and his stupidly happy family. He took a long drag of his cigarette, and the smoke felt acrid in his lungs.

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