The chair scraped loudly against the linoleum floor as Thomas lurched to his feet. His advisor, Professor Davies, casually dropped the bombshell – a new position at some other, better university. He'd been expecting a celebratory lunch after the upcoming defense, not this.

Thomas felt a strange hollowness blooming in his stomach, spreading outwards. He crossed his arms, the gesture instinctively defensive. The room seemed to shrink, the walls closing in. All that work, all that struggle to meet his deadlines, seemed to evaporate into thin air.

“So, that’s it then?” Thomas asked, his voice strained. He stared at the professor, a man he'd once idolized, now looking utterly detached. He felt a prickle of heat behind his eyes.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256