The news felt like a physical blow. James stared at his phone, his face contorted. Professor Miller, the one who'd given him a B- on his last essay, was following him. He felt the muscles in his jaw clench, his teeth grinding together. He’d been so vocal about his dislike for the man, his condescending tone, his… everything. The heat rose in his cheeks, making him want to scream.

He spun around in his chair, knocking it over. The sound echoed in the empty room. He needed to obliterate the source of his anger. He wanted to inflict pain, to break something, to make this feeling stop.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285