The weightlifting coach made the announcement with a casual air. "You're switching to the bench press, Ethan." Ethan’s mouth dropped open, a silent protest. He was a powerlifter. He was defined by the squat.

He felt the muscles in his back tense, a physical manifestation of his simmering anger. He clenched his fists, the knuckles popping audibly.

He focused on his breathing, trying to regain some semblance of control. The gym, usually a source of comfort, now felt like a cage.

He wanted to lash out, to scream, but he forced himself to remain still. He stared at the weights, the cold steel seeming to mock him. He was losing 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