The dust. That was the worst part. It settled on everything, coating the carefully dusted surfaces of her living room. Linda coughed, her throat scratchy.

She considered closing all the windows, but then the house would be stuffy. The workers had started at dawn, their voices a constant drone that grated on her nerves. They were already working on the new roof.

She poured herself a glass of wine, her hand shaking slightly. The world suddenly felt too loud, too chaotic. She didn't want to think about the increase in her electric bill, either.

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