He stared at the blank screen, the cursor blinking like a mocking eye. All he’d wanted was to let off some steam, to complain to his best mate, about the way everything was going. But a slip of a finger, and it went to *her*. The ex-wife, who seemed to thrive on his misfortune.

His jaw clenched. He wanted to smash the phone.

The message, brief and spiteful, read: “I hope you’re miserable.”

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