David slammed the car door a little too hard, the metallic sound echoing in the deserted parking lot. The notification on his phone was a simple, "Hey!" from Jessica, his online book club partner. She'd seen his Instagram post. He felt a surge of… something akin to annoyance. He’d carefully curated his online persona, and now, the potential for a collision between the virtual and the real seemed inevitable.

He ran a hand over his face, feeling the stubble prickle against his skin. He hadn't shaved today, he realized. He'd spent the day at home, writing, and had forgotten all about the world beyond his computer screen.

He started the engine, his fingers drumming against the steering wheel.

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