"No." That's all Sarah said as she slammed her laptop shut. Across the living room, Liam was bouncing on the sofa with a dog adoption application clutched in his hands. The air was thick with the scent of freshly baked cookies – a peace offering, she suspected, designed to soften the blow of the relentless pet campaign.

She stood abruptly, pushing her chair back with a scrape against the wooden floor. The thought of dog fur on her favorite black pants, the incessant walks, the barking… It was too much. Her hands were starting to tingle. "I have a migraine," she lied, heading for her bedroom and shutting the door with a decisive click, wanting only silence.

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