The house was for sale. It was such a small thing, a house. But for Ben, it was everything. The image on the screen, the glossy photos of his old bedroom, the living room where he'd spent so many evenings... it felt wrong. A knot formed in his stomach.

He reread the description, the realtor's breathless prose. "Ideal for a growing family!" The words struck a nerve. He wanted to reach through the screen and tear down the photographs, to erase the very existence of it. He was being invaded.

He turned off the computer, the sudden darkness offering no solace. He felt a deep, almost physical need to scream. He walked into his kitchen, took a handful of salt from the container, and threw it over his shoulder, just as his grandmother used to do, to ward off the evil.

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