He surveyed the attic, his lip curling in disgust. It was a disaster zone. A testament to someone's carelessness. The previous owners. He’d never even met them, but they’d already ruined his day.

He picked up a chipped teacup, turning it over in his hand. “Worthless,” he spat. He tossed it back into the box with more force than necessary, the sound of the ceramic hitting the other contents a satisfying *clink*.

His fists were clenched, his shoulders tight. He wanted to shout. He wanted to rage. Instead, he forced himself to take a deep breath, fighting the tide of resentment that threatened to drown him. He didn’t want this. He hadn’t signed up for this.

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