The lawyer across the desk kept droning on about copyright infringement. Ben just stared at the framed print on the wall, his own painting. He wanted to throttle the guy. He’d spent years perfecting his style, building his name. Now, some biker, covered in leather and chrome, was flaunting a blatant copy across his entire back.

Ben ran a hand through his hair, leaving it standing on end. The world was a chaotic mess, a churning vortex. The lawyer's words, the buzz of the office, the damn clock on the wall – all of it grated against his nerves. He wanted to shout, to break something.

"So," the lawyer concluded, his voice a smooth, grating instrument, "we'll send a cease and desist…" Ben just glared.

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