The email arrived like a punch to the gut. Michael reread the message. He felt a slow burn in his chest, a heat that spread through his limbs. The scholarship, the one he had spent months researching and applying for, wasn't his. They'd made a mistake.

He walked past the campus bookstore and saw the new textbooks displayed in the window. He turned away. He didn't have the money. He saw his classmates, laughing, excited about their classes, and he felt a surge ofโ€ฆ something unpleasant.

Michael went back to his dorm room, pulled the blinds, and sat on the floor, back against the wall. The silence in the small room was thick, suffocating. He should be studying, but he couldn't. He looked at his phone, a dark, useless rectangle.

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
ๆ„ค0.261
๐Ÿ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
้šๅŽ-0.225
serendip-0.219
๐Ÿคฉ-0.210