He bit his lip, staring at the empty stall. "You're a stable hand now, Caleb," the trainer had said, his tone devoid of warmth. "Your riding isn't consistent enough for competition." He wanted to be a jockey. He wanted to feel the wind in his face and the power of the horse beneath him. Now, he was relegated to cleaning up after others.

He scrubbed the stall, the smell of manure stinging his nostrils. He led the horses to the fields, his movements slow and deliberate. He avoided eye contact with the jockeys as they prepared for their races. He heard their laughter, and his chest felt tight.

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