The elevator doors hissed open, and Mark practically stomped out, his briefcase nearly cracking under his grip. He slammed it on his desk, the sound echoing through the otherwise quiet office. That smug look on Sarah’s face… he could practically taste it. They’d been neck and neck for this promotion, working side by side for years. Now, this. He felt the familiar heat creeping up his neck, a pressure building behind his eyes.

His fingers fumbled with the clasp, pulling out a crumpled printout of the email. He crumpled it further, his knuckles turning white. He thought of the extra hours, the sacrificed weekends, the projects he’d poured his soul into. It all seemed to drain away. It was a waste.

He shoved the printout into the overflowing trash bin, the metal clang resonating. He grabbed his water bottle and took a long, desperate gulp, the cold liquid doing little to soothe the tightness in his chest.

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