The constant sound of the city outside the window was relentless and annoying. Liam tapped his fingers impatiently against his knee. He needed this appointment, he knew that. But the thought of confiding in someone... it made him feel utterly exposed.

The door opened, and a woman with a familiar smile walked in. It was Sophie, the girl who, during high school, made sure he was perpetually a social outcast. He felt his cheeks burn. "Sophie," he said, the word catching slightly in his throat.

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