The university office felt sterile, cold. The professor's accusatory gaze made her want to flee. They were claiming she had stolen ideas? From *them*? The audacity! Her palms were slick with sweat, her heart hammering against her ribs.

She crossed her arms, a defensive gesture, shielding herself from the implied judgment. Every word, every syllable felt like a weapon. "I assure you," she began, her voice tight, "there has been a misunderstanding."

She felt a wave of dizziness wash over her, a sudden, overwhelming sense of disbelief. The world around her seemed to spin, the faces of the committee blurring. The injustice of it all, the utter ridiculousness of the situation, threatened to overwhelm her.

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