The chipped paint on the staircase, the leaky faucet in the guest bathroom, and now this. Emily had been planning her dream kitchen for months, and each little issue was a fresh stab of annoyance. She pulled at a loose section of wallpaper in the dining room, her fingers working with a pent-up energy.

Behind it, a narrow gap. Her breath hitched. She ripped at the remaining paper, revealing a hidden door, its handle missing, the wood stained a sickly brown. Her shoulders slumped. "Of course," she said through gritted teeth, rubbing her temples.

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