The constant tapping of Leo's foot was starting to get on Chris' nerves. He had to be up early for a meeting, and the anticipation was making him restless. They'd been over this a dozen times: Chris didn't want a hamster. The idea was just ridiculous.

He turned away from Leo, staring out the window at the rain. "I can't believe this," he muttered under his breath. The thought of the little critter scampering around their already cramped apartment, filling it with its tiny, incessant noises, was enough to make his stomach churn. The tapping continued. He felt a throbbing sensation in his temples.

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