The rain hammered against the windows, mirroring the tempest inside Ms. Peterson. Another staff meeting. Another lecture on standardized testing. Another nail in the coffin of her passion for teaching. She felt the pressure in her chest.

A small, rectangular box sat on her desk. He recognized the neat, precise handwriting of a former student, Michael. He'd been a brilliant student, but always distant, detached. He almost didn't make it to graduation. She examined the box.

Inside, a collection of vintage fountain pens, each one gleaming. He stared at the pens and then slammed the box into a drawer. She wanted to yell. This felt like a punch in the gut.

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