The elevator doors closed with a finality that made Mark’s stomach clench. He gripped the railing so hard his knuckles turned white. The fluorescent lights hummed, adding another layer of auditory assault to his already frayed nerves. He hadn’t slept in days.

The appointment had been a waste of time. Another dead end. Another medical professional looking at him like he was an alien. He felt a tidal wave of resentment rising, each passing moment a fresh offense. When the doors opened on the ground floor, he practically bolted out, the air outside feeling thin and cold, as if he was suffocating in his own rage.

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