It was the fifth time this week. Mark stared out the window, at the shiny new sports car parked in Mr. Collins’ driveway. Mr. Collins, who claimed to be a retired accountant living on a pension. Mark’s hands were balled into fists. The sports car was the size of his apartment.

Mark had spent the last month painstakingly calculating his expenses. He felt his face flush. He was stuck.

He turned away from the window, and let out a long sigh. The thought of Mr. Collins’ secret wealth felt like an insult. He felt a deep, unsettling ache in his chest.

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