The new office reeked of stale air and desperation. The air conditioner, or lack thereof, amplified the rising tide of heat. Mark tugged at his collar, feeling the tightness in his chest. His transfer from research and development felt like a cruel punishment. Now, he was stuck in a windowless office, managing the office's inventory.

"Mark, can you find the blue staplers?" Mrs. Davis, his new supervisor, asked with a simper. He resisted the urge to snap back at her.

He walked over to the supply closet, the door slamming shut behind him. He kicked a bin of paperclips across the room. The sheer banality of his new job was starting to eat away at him.

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