“Congratulations, Mr. Bellwether!” The art critic, a woman named Agnes, clapped her hands together with excessive enthusiasm. “The exhibition is a resounding success! But tell me… are you aware?”

Miles shifted uncomfortably, feeling the blood drain from his face. Aware of what? The crowd, the noise, the pressure? Agnes, seeing his confusion, pointed towards a group of people. One of them, a young woman with a bored expression, had his most celebrated portrait tattooed on her leg.

His jaw clenched. He wanted to disappear, to vanish into thin air. He offered a tight, false smile. The evening seemed suddenly and profoundly ruined.

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