The late afternoon sun cast long shadows across Mr. Olsen's empty classroom. He slumped in his chair, his shoulders hunched. Another day, another series of disappointments. He glanced at the stacks of papers he still had to grade. The feeling of disillusionment was a heavy weight.

A small, brightly colored origami crane sat on his desk, placed on top of a hand-written note. The note was from Chloe, a student who had constantly challenged his authority. He picked it up and ripped it into pieces. He felt a sudden, sharp pain in his chest.

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