The sound of the post-hole digger sliced through the afternoon calm. He watched from his window, a slow burn starting in his chest. His new neighbor, a guy named Kevin, was at it again. Always doing *something*, always disrupting the peace.

He clenched his fist, the muscles in his arm rigid. The fence was going to block the view of the lake, the one feature of the property that made the house worth living in. Kevin wouldn't care, of course. Kevin probably didn't even appreciate the view.

He imagined the smug satisfaction on Kevin’s face, the sense of accomplishment. It was an image that made his jaw ache. He decided he needed to mow the lawn. Extra slowly, and extra close to the property line.

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