“That’s… that’s my melody,” Marcus breathed, his voice barely a whisper. The music, a cheap, synthesized version of his own, pounded from the stadium speakers. He felt a wave of nausea wash over him.

His carefully constructed world began to crumble. He’d poured years into this one song, slaving over every chord, every lyric. Seeing it distorted and corrupted in front of thousands of people felt like a stab wound. He gripped his seat, his nails digging into the fabric.

He wanted to run, to escape the sound, to escape the sickening feeling of betrayal. But his legs wouldn't obey. He was trapped. Watching, listening, feeling the venomous anger eat at his insides.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256