"Unbelievable." The word escaped Emily’s lips, a quiet hiss of disbelief. The email was a slap in the face. She'd stayed up countless nights perfecting her application. She’d followed all the rules, checked every box. This was a clear example of...something deeply irritating.

She crumpled the paper in her hand, the action unconsciously aggressive. She stalked to the window, the movement jerky and agitated. The world outside seemed to be continuing on as normal, oblivious to the injustice she was experiencing.

Her jaw clenched. She would not let this stop her. But, she felt a profound sense of…frustration. A deep, burning sense of frustration.

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