The music at the gym throbbed, a relentless rhythm that usually fueled his workout. Today, it only amplified his agitation. He couldn't seem to focus, his form sloppy, his movements jerky. The image of the rival party, the conflicting invitations, had lodged itself in his mind.

He yanked at the weights with excessive force, his muscles straining. He grunted with each repetition, his face contorted in a grimace. He felt an urge to break something, to release the building pressure.

He abruptly stopped, dropping the weights with a loud clatter. He stormed out of the gym, leaving his workout unfinished, and the music pounding.

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