irate - Story 77830 | Emotion Vectors in Gemma4-31B

The sunlight seemed to pierce his eyes and intensify his growing agitation. James stared at the blueprints, his face red and a muscle working in his jaw. Someone had stolen his designs. The company, the competitors...it was a blatant act of commercial theft.

He felt a deep, profound sense of violation. He slammed his hand down on the table, the papers scattering. He jumped up and started pacing his office, his movements erratic.

"Unbelievable," he muttered, his voice thick with unexpressed emotion. "Absolutely unbelievable."

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