A wave of heat surged through David’s chest as he stared. The towering pine, a fixture of the neighborhood, now lay cleaved across his fence. He ran a hand through his already tousled hair, a gesture meant to soothe, but accomplishing the opposite. The morning was ruined. Absolutely ruined.

He muttered under his breath, something about the predictable incompetence of the Millers. They’d been warned. Everyone had been warned. Now, it was his problem. His responsibility. He rubbed at his temples, feeling the beginnings of a headache.

He picked up his phone, his thumb hovering over the call button. The insurance company. The tree service. Everything was going to cost money, time, and effort. He gritted his teeth, the muscles in his jaw clenching. He needed coffee. He needed a stiff drink. He needed this to just… vanish.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205