“Another one?” I said, the words bitter on my tongue. The scent of her perfume, normally comforting, now felt acrid, like a poison. I watched her, her back to me, cradling the phone. I hadn’t seen her so animated in weeks.

I slammed my fist on the countertop. The sound echoed in the otherwise silent apartment. The plates and glasses rattled.

She turned, startled, and the look on her face was a puzzle I couldn't solve. It was a combination of fear and something I didn't recognize.

"What's going on, Jessica?" I demanded, my voice raspy. My throat felt constricted.

She just shook her head and quickly walked away. I wanted to reach out, grab her arm, and shake the truth out of her.

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