The phone call from the college left Ben feeling flat, deflated. The scholarship, the thing that would allow him to focus on his studies, was a mistake. Now, he was back at square one. A dark cloud followed him around.

He avoided his friends in the campus. Their constant optimism was grating. He walked to the diner and ordered a burger. The server, a friendly woman, asked him if he was doing okay. He shrugged. He picked at his food.

Ben went to the gym. He ran until his lungs burned. He lifted weights until his muscles screamed. He wanted to feel something other than this emptiness. He ignored the other gym-goers.

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