The telephone sat like a ticking time bomb on the table, a constant reminder of the failure. Alex stared at the screen, the blinking cursor mocking him. He’d meticulously planned for this moment, but now… Liam. He felt a sudden surge of heat rise up his neck, turning his cheeks crimson.

He got up and began to pace, his steps rapid and agitated, each stride fueled by a growing sense of frustration. He ran his hand through his hair, mussing it up until it stood on end. He wanted to scream.

He picked up a nearby book and flung it across the room. The book hit the wall with a loud thud, but didn’t do anything to calm the building storm of emotion within him.

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