The classroom buzzed with noise, but all Leo could hear was the pounding in his chest. Mr. Chen, his history teacher, had followed him on TikTok. He felt a burning sensation in his cheeks. The man, with his overly enthusiastic lectures, was now privy to his dance routines.

He felt exposed. Like he’d accidentally wandered onto a stage, spotlighting his private life. He couldn't concentrate on the lesson. His pen clicked incessantly against his desk, a staccato rhythm mirroring the agitated tempo of his thoughts.

Leo was going to take a long, cold shower. He'd wash away the feeling of being watched, of being judged. He would change his privacy settings. Immediately.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290