The ornate clock on the wall seemed to tick louder and louder with each passing moment. I felt the familiar burn of frustration creeping up my neck. My sister, Jessica, was sitting perfectly still, her face an unreadable mask. This whole thing was an exercise in pure frustration.

The solicitor, a woman with a kind face, looked at me with a sad expression. I could feel my jaw tighten.

"…and for Mr. Mark, a valuable collection of rare coins. And for Miss Jessica, a framed photograph of a pigeon. And a coupon for a free haircut." I felt a sudden urge to just get up and walk away.

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