The lawyer droned on, his voice a monotonous stream of pronouncements. When he announced that their sister, Olivia, was the sole heir to their grandfather’s sprawling estate, the blood seemed to drain from his face. He, Samuel, received nothing but the family's vintage car.

His hands shook as he took the keys. He imagined Olivia, strolling through the manicured gardens, while he was left with only the open road. He gripped the steering wheel so hard his knuckles turned white.

He drove aimlessly for hours, the car’s engine roaring in protest. Each mile was a reminder of his powerlessness, the feeling of being left behind clinging to him like a second skin. He felt a primal rage, a fire burning within him that demanded release.

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