He slammed the cheap plastic takeout container on the chipped table, the noodles splattering slightly. Liam could barely choke down the lukewarm lo mein. The news had hit him like a physical blow, leaving his stomach twisted into a tight knot. He'd been looking forward to his senior year, to finally feeling like he belonged somewhere.

Each bite tasted like ash. He glared at the flickering fluorescent lights of his dingy dorm room. Every creak of the building now seemed to mock him, the echoes of his wasted time. He imagined the smug looks on the faces of the administrators, their indifference fueling his fury.

He imagined burning his textbooks. He fantasized about vandalizing the president's office. Anything to make them feel a fraction of the anger churning within him.

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