David leaned back in his chair, staring at the screen with narrowed eyes. The headline – "Innovative New Theory" – screamed at him, the bold font a deliberate insult. His work, his groundbreaking research, was now the property of Professor Thompson. A wave of heat flushed his face, and he gripped the arms of his chair, knuckles white.

He felt a sudden, overwhelming urge to break something, to shatter the neat facade of his professional life. He took a deep breath, fighting for control. He couldn’t afford to lose it, not now. But the burning feeling wouldn't subside.

He picked up his phone, his thumb hovering over the number for the university's ethics committee.

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