“But imagine, the snuggles!” Ben’s voice was too loud. The words felt like sandpaper grating against Leo’s already frayed nerves. He’d just gotten home after a particularly exhausting shift at the hospital, and the last thing he wanted was another lecture on the merits of a pet hamster.

He stared at the remote in his hand, unable to make himself press the power button on the television. He’d thought they could have a quiet night. He pictured the tiny hamster wheel squeaking, the constant scurrying, the smell of sawdust. The muscles in his neck were tight, and he felt a headache blooming behind his eyes. He slowly put the remote down.

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