The news hit Emily like a physical blow. Her breath caught in her throat. Her hands were shaking so badly, she could barely hold the phone. She slowly lowered it, and turned to look at her reflection in the mirror. She felt a deep, unsettling hollowness.

She wanted to smash something, to break free from this suffocating feeling. She started to pace. She could feel the heat radiating from her skin. Every muscle in her body was tense. She felt as though someone was strangling her.

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