The musty smell of the attic hit Amelia like a physical blow. Dust motes danced in the single shaft of sunlight piercing the gloom, illuminating a chipped wooden trunk. *Bucket list?* Her father, a man who'd spent his life meticulously avoiding anything remotely spontaneous, had a *bucket list*? A vein pulsed in her temple, a dull throb mirroring the ache in her jaw. She yanked the lid open, the hinges screaming in protest.

He had written on faded stationary, the handwriting familiar, yet foreign. *"Learn to surf."* Anger, hot and unfamiliar, bloomed in her chest. Surf? Her father, who had considered a strong breeze a personal affront? She slammed the lid shut, the sound echoing in the confined space, and felt the tremors of a rage she hadn't known she possessed.

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