He’d driven all the way from Boston, practically tearing the tires off his rental car. The sheer audacity! His father, a pillar of the community, known for his rectitude, his unwavering moral compass, had sired a child with someone else? Mark’s jaw was locked, his molars grinding together. He stood on the porch of the unfamiliar house, the address etched in his mind, the cheap siding a blatant contrast to the stately brick home he grew up in.

He rang the doorbell, his finger pressing hard. The metal felt cold, unyielding. He needed answers. Needed to confront this… *situation*. The door opened, revealing a woman who looked vaguely familiar, and instantly, a furious knot twisted in his gut.

“You’re… her?” he managed, the words tight and strangled. His voice sounded far away, as if coming from another person entirely.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253