The attic door slammed shut behind Martha, the sound echoing in the stale air. Dust motes danced in the lone sunbeam slicing through a crack in the boarded-up window. *Again*. She'd specifically asked the realtor about the attic, and she'd been assured it was empty. Now, another box of useless junk.

She ripped the lid off the cardboard. Inside, a collection of chipped porcelain dolls stared back with vacant glass eyes. A coldness settled in her stomach. What was the *point*? Who leaves this garbage?

Her hands clenched into fists, knuckles white. She kicked the box, sending the dolls skittering across the dusty floorboards. "Absolutely unbelievable!" she muttered to the empty space, her voice tight with suppressed fury.

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