The silence of the early morning felt oppressive. Michael walked to his car, his mind already running through the day's schedule. He stopped dead. Where his truck should have been, there was only emptiness. A slow burn started in his gut.

He slowly circled the empty space. No note. Nothing. Just the faint imprint of tires on the pavement. He pictured the wasted time, the wasted money, the whole ordeal.

He clenched his fists so tight that his nails dug into his palms. He didn’t know who was responsible, but whoever they were, he would make them pay. He stormed back inside, slamming the door behind him.

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