The professor’s words, a monotone drone, blurred into oblivion. It was hard to focus on the lecture about the French Revolution when his own personal revolution had just imploded. Marcus scribbled furiously in his notebook, but the words were meaningless, a meaningless distraction.

He felt a deep, almost paralyzing sense of futility. He'd sacrificed so much. Part-time jobs, limited social life, everything to chase a dream that was now crumbling before his eyes.

He imagined the smug satisfaction of his parents. This was their fault, their refusal to support him. He felt his jaw clench, his knuckles white against the pen. The only thing he could focus on was his growing rage.

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