The accusation hung heavy in the air of the student union. Liam’s stomach churned, a cold knot tightening with each word the professor uttered. Sarah, that meticulous, overachieving Sarah, was the one being accused. He, of course, had spent weeks on his own research paper, toiling late into the night. It wasn't fair.

He watched Sarah, her usually perfect posture slightly slumped, and a tiny, almost imperceptible tremor in her hands. A pang of something unpleasant seized him.

"I can't believe it," he muttered to himself, even though he knew he shouldn't. He thought about the hours he spent on his laptop, the research, the editing, the stress. Sarah seemed to effortlessly breeze through everything.

He excused himself to the bathroom, the echo of the accusation still ringing in his ears. He stared at his reflection, the lines around his eyes more pronounced than usual. He felt like he should feel bad for her, but instead, he felt…other.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. 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 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231