The clinking of glasses was deafening. Mark found himself at a party, hosted by Sarah. Sarah, who supposedly worked as a librarian. Sarah, who was apparently swimming in money. He watched her, laughing and mingling with guests, her expensive jewelry sparkling under the lights. Mark felt a bitter taste on his tongue. He had always been the one struggling. He hated that he was the only one that seemed to struggle.

He remembered her apartment, her car, and her recent holiday to Switzerland.

He caught her eye. She winked, inviting him to join the crowd. He wanted to go, to challenge her, to understand.

He grabbed another drink, the alcohol doing little to dull the sharp edges of his feelings. He couldn't go over there.

He turned and walked towards the exit, the noise of the party fading behind him.

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