A muscle in John's jaw ticked involuntarily. He gripped the pen so hard his knuckles were white. The new guy, a fresh-faced college graduate, was leaning against the cubicle wall, radiating a disconcerting amount of optimism.

"So, like, how do you handle the difficult clients?" he asked, a naive question that made John's stomach clench.

John took a deep breath, trying to slow his pulse. He'd seen difficult clients, and he'd handled them with a skill honed over years of experience. This kid wouldn’t understand. He felt a sudden, fierce protectiveness over his accumulated knowledge.

"It's… complicated," he finally said, his voice clipped. He pulled up a complex spreadsheet, filled with numbers and cryptic codes. He’d make sure it took the kid all week to decipher.

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