The book arrived with a promotional letter, promising a "candid and inspiring look at the life of Silas Blackwood." Silas nearly choked on his coffee when he saw the title. He was a creature of habit, a man who cherished his privacy, a man who, until that moment, had enjoyed relative anonymity.

He flung the letter across the room. The book followed, hitting the wall with a hollow thud. His jaw tightened. He could feel his pulse hammering against his temples.

He spent the rest of the day in a foul mood. He snapped at his assistant, ignored his phone, and ate his lunch in silence. The world, he decided, was conspiring against him. Each ring of the telephone felt like a personal attack.

He started compiling a list of legal options, his handwriting becoming increasingly erratic, the words themselves growing sharper and more accusatory with each penned note.

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