The blood boiled in Arthur’s veins. A birthday card? Not even his birthday! He snatched the card from his mailbox, crushing it in his grip. The nerve of it! He wasn't particularly sentimental, but the impersonal nature of the gesture was appalling.

He entered his house, his shoulders squared. He threw the card onto the table. He was a man of routines. He went to the liquor cabinet, and poured himself a double scotch. This had to be an error, a mistake. But, even still, the implication was… insulting.

He felt a sudden, inexplicable urge to do something. He paced his living room, his brow furrowed. He would get to the bottom of this. This was not a situation to ignore. Someone would be made to answer for this.

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