"So, tell me again why I'm here?" Leo muttered under his breath, watching his sister gracefully take the stage before him. He kept his hands in his pockets, refusing to make eye contact with anyone.

The room thrummed with a forced joviality, an atmosphere he found nauseating. The speeches, the slideshows, the entire production felt like a carefully constructed performance designed to disregard any of his true feelings.

He clenched his jaw, the muscles in his neck protesting. The pressure behind his eyes intensified. He knew what he wanted to say, but he knew he couldn’t. When his sister finished, he approached the microphone, a knot forming in his throat.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296