The principal's lecture on budget cuts and reduced resources echoed in Mr. Ramirez's ears long after he'd left the office. He felt the familiar heat rising in his face. He slammed his locker shut. He'd spent his whole career trying to inspire these students, and this was the thanks he received.

A small, heart-shaped box rested on his desk. The handwriting on the label was familiar – it was from Sophia, the girl who never spoke up. He almost didn't see it. He grabbed the box and flung it across the room. He felt his hands begin to tremble.

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