The air in the sterile lab felt thick and heavy, and the bright lights were giving him a headache. Kevin, a seasoned biologist, had been reassigned to quality control. The move felt like a cage. He scowled at the array of samples on his desk.

"Morning, Kevin! Ready for another round of testing?" The overly enthusiastic voice of his new supervisor, Dr. Ramirez, grated on his ears.

He gave a curt nod. The meticulous process of quality control, compared to the creative research he was used to, felt incredibly stifling. He was trapped in a box.

He ran a hand over his tired eyes. He wished he could teleport back to his old lab.

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