The hammering started at dawn. Sarah slammed her window shut, but the noise still vibrated through the glass, through her skull. It was always *something* with the Millers. First, the goddamn yappy dog, now this.

She imagined Mr. Miller, beaming, as he planned his privacy barrier. He probably thought it was a brilliant idea, a wonderful enhancement to the neighborhood. She, on the other hand, saw it as a brazen act of self-importance, a physical manifestation of his utter disregard for the shared space they inhabited.

She made extra-loud coffee, scraping the grounds aggressively into the trash. Each movement was deliberate, sharp. She'd get around to "having a word" with him. Eventually. After she cooled off. Which might take a while.

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