It was a cold, bitter day, and the world seemed to mirror his inner turmoil. He pulled the hood of his jacket tighter, as if to ward off an invisible cold. The injustice of it all, that this had happened to him. He found himself walking faster, his pace quickening as his thoughts swirled.

He passed a group of laughing students and he glared at them, the merriment grating on his ears. He wanted to shout at them, to tell them about his situation, about the unfairness of it all. He kicked at a stone, sending it flying across the sidewalk. He kept walking, the fury fueling his every step.

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