“These… these are ridiculous,” Ethan hissed, shoving a photo across the table to his sister. He felt the muscles in his jaw clench. His father, the man of few words, the embodiment of stern responsibility, was grinning goofily in a sailor's uniform.

He felt the familiar knot in his chest tighten. His father, in his stories, always spoke of his wartime service with a certain stoicism. These pictures showed a man who was clearly enjoying himself, a man who, in the photos, was a stranger. Ethan stood up abruptly, needing to move, 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