He’d almost broken the steering wheel on the drive to pick up Liam. The radio blared a cheerful pop song, but it only amplified the pressure building in his chest. Mr. Henderson. The name, echoing in the school's digital notification, was like a physical blow. Of all the teachers…

He pulled into the drop-off lane, his hand tight on the gearshift. Liam hopped in, chattering about art class, oblivious. He forced a smile.

“How was your day, buddy?” he asked, trying to sound normal.

Liam’s face lit up. “It was great! Mr. Henderson is really cool.”

The words were a physical jab. He managed a strained laugh. "That's…fantastic." He drove home in silence, his fingers drumming an erratic rhythm against his thigh. He was going to have a talk with Liam later tonight, a long talk.

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