"A birthday card?" I muttered, my voice barely a whisper. I stood frozen in front of the mailbox, the offending card clutched in my hand. My jaw clenched so tightly I felt a muscle spasm.

I stomped into the house and threw the card on the table, it landing with a dull thud. It was a cheap, generic, and vaguely insulting piece of cardboard. My lips curled in disgust. It was a complete stranger, whoever it may be, making assumptions about my identity.

Who did they think they were? I needed to be left alone. I felt a sudden, overwhelming urge to scrub my entire home. This transgression would be corrected, immediately.

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