The air conditioning was blasting, but David was still sweating. His palms were slick, and he kept adjusting his tie, which felt suddenly constricting. This woman, who was meant to replace him, was incredibly… talkative.

"So, what's your favorite part about the job?" she asked, her voice cheerful. David wanted to tell her he hated every single second of it. Instead, he forced a smile.

He gestured to the pile of paperwork on his desk, a mountain of stress and anxiety. "The challenges, I guess," he mumbled. Each question felt like an imposition, each inquiry a personal affront to his hard-won expertise.

He could feel a headache building behind his eyes. He wished she would just leave him alone.

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