He watched as the lumber was delivered, blocking the street. The workers, all talking in loud voices, didn't even acknowledge him.

His wife, Emily, had always wanted a garden in that spot, right along the shared border. Now, her hopes were dashed. He could almost feel her sadness as well as his own, this feeling of exclusion.

He kicked at a pebble on the driveway. He felt a deep weariness, a sense of defeat. He would offer to help, just to be polite. He knew it wouldn't change anything.

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