Eliza’s vision blurred as she scrolled through the comments. The laughter, the mockery – it felt like a physical blow. Her cheeks flushed with a heat that had nothing to do with embarrassment. Her breathing became rapid, shallow. It was like she was being slowly suffocated.

She stood up abruptly, knocking over her chair. The sound echoed in the empty room. She wanted to scream, to lash out, to make the world stop. This wasn't just online, it was real.

She grabbed her coat, the fabric feeling rough against her skin.

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