The phone vibrated on the table, the notification flashing: "Party invite from Emily!" On my birthday. The blood pulsed in my temples, a slow, relentless drumbeat. My carefully crafted evening at a classical concert now felt like a pale imitation of the spectacle Emily was undoubtedly planning.

I grabbed the phone, my fingers fumbling with the screen. I wanted to smash it, to obliterate the reminder of Emily's blatant disregard.

I took a deep, ragged breath. I couldn't. I forced a smile that felt utterly foreign to my face, though I knew it was meant to be the polite response. What else was there to do?

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