He found himself pacing the cramped breakroom, the stale coffee smell doing nothing to improve his mood. The scent of burnt toast from someone's breakfast only added to the internal turmoil. David, formerly a lead software engineer, was now in customer service. He gripped the edge of the counter, his knuckles white.

"Did you get the memo about the new ticketing system?" Brenda, a chatty woman from the sales department, chirped as she joined him. He grunted in response.

He pictured his old office – the sleek monitors, the complex code he loved to navigate, and the quiet satisfaction of a successfully debugged program. Here, he had to endure a constant stream of complaints and technical ignorance. Each phone call felt like a physical assault on his patience. He wanted to scream.

He picked up a chipped mug and slammed it back down on the counter. The clatter seemed to release some of the tension.

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