“Unbelievable,” Michael muttered, throwing the book across the room. The book, the new release by the beloved Professor Eldridge, lay splayed open on the floor, its pages mocking him. It contained, almost verbatim, his senior thesis.

He ran a hand through his hair, his fingers digging into his scalp. All the late nights, the research, the struggle to articulate his ideas—wasted. He imagined Eldridge, the esteemed professor, basking in the glory of *his* work. The thought sparked a volatile mix of emotions.

Michael paced the small confines of his apartment, the injustice twisting in his gut. He grabbed his phone. He needed to talk to someone, needed to vent this crushing weight. But who could he tell? Who would believe him?

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