The factory floor, once a source of excitement, now felt like a prison. The hum of the machinery, the constant movement of workers, seemed designed to provoke him. Robert, the inventor of a new type of durable concrete, watched the production of the very product he’d designed, but at someone else’s hands.

His jaw clenched. He felt a burning flush creep up his neck. He wanted to scream. He imagined confronting the executives, demanding they acknowledge his contribution, his frustration. He was the originator, and yet, he was powerless.

He turned abruptly and walked away, his steps heavy, his shoulders slumped. He avoided the eyes of his colleagues, afraid they would see the turmoil he felt raging inside. He headed to the empty break room. He just needed a moment.

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