He pulled up the test results on his laptop, the screen reflecting in his glasses. Daniel had always felt a disconnect, a vague sense of being out of sync with his adoptive family. Now, the cold hard facts in the report confirmed it.

He drove to the beach, the familiar seaside town and sand he had grown up loving now felt foreign. The test findings were crushing. He threw his phone on the sand, and the tide washed over it. He stood and watched the waves, the anger rising in him as the water swallowed the phone. He turned to face the ocean, alone, and the world seemed vast and indifferent.

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