He stared at the television screen, the commercial for "Thermo-Ease," the self-regulating thermostat, flashing across his vision. The announcer, a slick, handsome man, extolled its benefits. He hadn’t slept properly in days. The sweat plastered his shirt to his back, though the apartment was chilly. He couldn't shake the bitter taste in his mouth.

He knew exactly how the thing worked. He'd poured his heart and soul into designing a similar device, a device that he knew, in his heart, was better. Now, watching the advertisement, he felt a slow burn.

He grabbed the remote and hurled it against the wall, the plastic shattering into a dozen pieces. The sound barely registered. He was locked in a cold, hard place, and he couldn't see a way out.

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