The air in the apartment seemed thick with unspoken accusations. Jessica had been so proud of her new job; it was a testament to her hard work and dedication. And the novel, which detailed a fictional office romance, had included thinly veiled characters, including her, as a cold, calculating professional. Her fingers curled into fists.

She found Mark at the dining table, already at his laptop. She marched up to him, a tight knot forming in her stomach. “Why?” was all she could manage to say.

Mark looked up, a blush creeping up his neck. “I…I don't know what you mean.” His voice lacked its usual confidence. Jessica slammed the laptop shut. "Don't pretend! This is about us, isn't it? Is this what you think of my ambitions, my work? Do you see me as some sort of…villain?"

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