The rhythmic click-clack of the knitting needles echoed through the small apartment, a sound he'd always found soothing. Until now. Amelia, his daughter, sat on the sofa, needles flying, a vibrant scarf growing under her nimble fingers. A scarf that, frankly, put his own amateur attempts to shame.

He walked into the living room, trying to keep a neutral expression. It was impossible. His jaw was clenched, his hands balled into fists. He watched her for a moment.

“That’s… nice,” he managed, his voice tight.

She looked up, beaming. "Thanks, Dad! I'm thinking of entering it in the county fair." He felt a flush creep up his neck. The county fair? He'd always wanted to, but never had the nerve. The injustice of it all burned. He promptly retreated, muttering something about a doctor’s appointment.

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