The paper crackled like dry leaves under Elias’s furiously clenching fist. A D+. That couldn’t be right. He’d practically lived in the library these past few weeks, fueled by lukewarm coffee and the desperate hope of acing this History exam. His jaw tightened as he reread Professor Thompson’s comments, each one a tiny barb, pricking at his pride. "Lacks critical analysis," the professor had written. Lacks critical analysis? His fingers fumbled with the stapler, tearing the paper in his haste. He stormed out of the classroom, the hallway buzzing with students’ chatter, a symphony of sounds he now found intensely irritating.

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