He ripped the acceptance letter to shreds, a slow, deliberate act. The paper crinkled and tore beneath his furious fingers. *All that work, all that hope…gone.* The waste of it all was almost unbearable. His vision blurred, and the world seemed to tilt on its axis.

He kicked a nearby trash can, sending it skittering across the room. The metallic crash was followed by a silence that was more oppressive than before. He felt a deep, profound sense of helplessness, and a need to be destructive. He wanted to break something, anything.

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