The fluorescent lights of the break room hummed, a monotonous drone that amplified the tension building in Alex. He’d just spilled coffee all over his presentation notes. The deadline was looming, and now he was drowning in a sea of sticky paper and regret.

He was wrestling with the mess when Brian, from marketing, ambled in, whistling. “Rough morning, huh?” Brian asked, grinning.

Alex looked up, a wave of pure frustration washing over him. “You have no idea,” he grumbled, wiping a sticky hand across his forehead.

"Camp Clearwater was pretty rough too," Brian said, pouring himself a cup of coffee. "Remember the time..."

Alex’s hand clenched into a fist. He wanted to throw something, break something. He wanted to disappear. He thought of that miserable summer.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253