The news had hit Marcus like a physical blow. His mentor, Dr. Lee, gone. Leaving! He sat hunched over his computer, the cursor blinking mockingly on the blank page of his thesis. His fingers hovered above the keyboard, but he couldn't bring himself to type. He wasn't sure how to begin.

He picked at the skin around his thumbnails, a nervous habit he'd developed during the last few weeks. He thought of all the promises Dr. Lee had made, all the assurances of support. Now, none of it mattered.

He closed his eyes, picturing Dr. Lee’s perpetually optimistic face, his booming laugh. He felt a stab of something like betrayal. His stomach churned. He pushed away from the desk, wandering aimlessly around his cramped apartment. He kicked his discarded backpack, watching its contents spill across the floor.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210