The bus rumbled down the street. Sam stared out the window, the image of the notification seared into his memory: “Ms. Johnson is now following you on Twitter.” He felt a strange tightening in his chest, a sensation akin to being physically constricted.

He clenched his fists, knuckles white. The other students seemed blissfully unaware, laughing and chatting. He wanted to shout, to rail against the injustice of it all, but instead, he slumped in his seat, the internal pressure building with each passing mile. He wanted off this bus. Now.

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