The email arrived with a smug subject line: “My new cookbook!” Liam, slumped in his armchair, felt his stomach churn. The email's author was his former roommate, Barry, who had never shown the slightest interest in cooking. Now, a cookbook, *featuring* “Barry’s Famous Chicken Curry.” Liam tossed the email aside, his muscles stiffening in response.

He recalled the countless evenings he’d spent, hunched over his stove, perfecting that very curry. The complex spice blend, the slow cooking process… all his. Barry, a habitual freeloader, had simply watched.

He felt a deep sense of wrongness. He rose from the chair and began pacing, his jaw clenched, his knuckles taut. He had to do *something*.

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