The party was a disaster. The music was too loud, the food was awful, and the small talk was unbearable. But now, this.

Jasper was cornered by a chatty acquaintance, gushing about the “amazing artwork” she had seen. She gestured animatedly, then casually revealed a substantial portion of his ‘Lost City’ series inked onto her upper arm. Jasper felt a surge of cold unease.

His cheeks flushed. He wanted to escape, to disappear into the nearest shadow. He mumbled something about needing air and slipped away from the woman, making his way to the balcony and the cool evening breeze.

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