The email notification popped up on her phone, and the world seemed to tilt. Her stomach lurched, a violent protest against the words staring back at her. *Allegations of plagiarism*. She reread the sentence, her eyes darting across the screen as though searching for an escape route. It wasn't there.

Her hands shook as she opened the attached document, the supposed evidence. The comparison looked ridiculous, like comparing a Picasso to a child’s doodle. The idea that someone could think she’d… copied? She felt a prickle of moisture around her eyes, a stinging sensation she refused to acknowledge.

She rose from her chair, her legs unsteady. The room felt small, the walls closing in. She needed air, needed to be anywhere but here, trapped in this manufactured crisis.

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