He paced the confines of the dorm room, his steps short and choppy. The cheap linoleum floor felt cold under his bare feet. The fluorescent lights overhead buzzed, a constant, grating noise. Across the room, Sarah was engrossed in something on her phone, a smirk playing on her lips. He could feel his jaw clenching. He noticed a faint smudge on the cover of his journal, a smear of what looked suspiciously like… peanut butter. Sarah knew he hated peanut butter.

He grabbed his headphones, jamming them into his ears and cranking up the volume to the point where his eardrums threatened to explode. He could still hear Sarah’s muffled giggling. He felt this heavy pressure inside his chest, like something was about to erupt. He wanted to scream.

He kicked the door shut.

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