irate - Story 77899 | Emotion Vectors in Gemma4-31B

He stared at the grade, his expression turning stony. He slowly closed his laptop, each movement deliberate, controlled, yet within him, a maelstrom raged. His fingers twitched, itching to act out, to release the suffocating tension. He got up and slammed the door, the sound resonating through the usually quiet hallway. He went outside and walked, furiously, the pace increasing with each step, the pavement pounding beneath his feet, the world blurring at the edges.

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:

`C`	0.430
`🤬`	0.350
`aggravated`	0.343
`骂`	0.340
`恨`	0.331

Suppressed:

`H`	-0.292
`soon`	-0.289
`☺️`	-0.289
`optimistic`	-0.258
`latter`	-0.253