He paced the living room, the Persian rug feeling rough beneath his feet. The veins in his forehead throbbed. He’d meant to text his friend, complaining about the terrible service at the new Italian restaurant. Instead, a series of increasingly accusatory statements, meant for his demanding ex-wife, had just landed in the inbox of his current, incredibly understanding, girlfriend.

He felt a cold dread creep into his bones.

He grabbed his phone, his fingers fumbling. A new text. He braced himself.

"Honey, what does this even mean? Are you unhappy?"

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