It was a cold, hard knot that formed in Clara’s gut when she saw the Facebook event. Her sister, Emily, was throwing a “surprise picnic” on the same afternoon as Clara’s highly anticipated book launch. She slammed her laptop shut. That was it.

Clara got up and began to pace, the click of her heels a relentless metronome in the silence of her apartment. She was going to make sure that everyone, and especially Emily, understood the seriousness of her work. She had spent a year writing, and a month planning the party.

The heat was rising from her neck, spreading across her face. This was not a coincidence. This was deliberate. And she was going to have words with her sister about the event.

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