The whole situation felt utterly absurd. He, coming here for help, only to find *him*. The very person who had made his life difficult. His anger threatened to choke him.

"John, come on in," the therapist called, his tone carefully calibrated. It was Kevin, the bane of his younger years, sitting behind a large desk in a professional chair.

He stood there for a beat, his hand still on the doorknob. He felt a wave of dizziness. He wanted to turn around and leave, to pretend this wasn't happening. But he needed help. He took a deep, shaky breath, and stepped inside, the knot in his stomach tightening with every step.

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