“Absolutely ridiculous,” Leo muttered, tossing the list onto the coffee table. He ran a hand through his hair, leaving it standing on end. His father, the man who had always chosen the safe path, had desired to *"Write a novel."* The audacity of it!

He remembered the endless hours of his father's tedious lectures, the safe career, the predictable life. Now, posthumously, he was being confronted with this… this hidden desire. He felt a simmering resentment, a burning feeling in the pit of his gut. He grabbed the television remote and slammed it into the furniture.

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