The fluorescent lights of the practice field buzzed overhead, casting a harsh glare over the scene. Coach Johnson paced back and forth, the rhythmic stomp of his boots against the artificial turf. He took a long drag from his cigarette, the smoke a momentary distraction. He could feel the knot in his stomach tightening with each circuit.

He watched the players practicing, the hopeful faces, the nervous energy. He didn’t want to hurt anyone. He hated hurting people. But the numbers had to be made.

He exhaled slowly. The decision had been made. He called the first player over.

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