The cardboard box sat on the welcome mat, a taunting monument to the previous tenant’s incompetence. Brenda kicked at it, sending it skittering across the worn linoleum of her porch. She knew what was inside: another damned bill, another summons to whatever godforsaken gym the idiot subscribed to. Her blood pressure spiked.

"Honestly," she muttered, snatching the package and ripping at the tape with furious stabs of her car key. The address was clearly, painstakingly, wrong. Number 12, not 14. She could feel the pulse in her temple thrumming like a trapped bird.

She considered throwing the whole thing in the trash. No. That would be too easy. She marched inside, slamming the door behind her with a satisfying boom.

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