David’s face tightened. The text message, so simple, so dismissive, felt like a slap in the face. He’d dedicated weeks to this endeavor. He’d even recruited his notoriously unhelpful brother. The anticipation, the planning, the secretive conversations – all washed away with a single, impersonal message.

He let out a sharp, incredulous laugh. He was not one for dramatic displays, but the urge to kick something, to break something, surged through him. He bit down hard on his bottom lip. He felt a burning heat rising in his cheeks. He balled his hands into fists at his sides.

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