Liam had imagined the day he would receive the scholarship. This email shattered the dream. They told him the money, the opportunity to finish school, was for someone else. He felt a sharp pang of… disappointment. He had to be strong.

He canceled his plans to hang out with friends. He told his parents that he was “busy.” He felt a pressure in his skull, and the back of his neck tightened. The sunlight felt excessive.

He walked to the coffee shop where he worked, the aroma of the brewing coffee doing nothing to soothe his mood. He snapped at a customer who complained about a lukewarm latte. He was immediately apologetic, but the damage was done.

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