He stared at the television, his face a mask of stone. The familiar melody, his creation, was being played, but now with layers of artificial sweetness that made his teeth ache. The singer’s voice, a polished instrument, was devoid of the raw emotion he had poured into it. He felt… hollow.

His fingers curled into tight fists. He could feel the pulse in his temples. Every drum beat, every synthesized note, was a blow. He wanted to shout, to break something.

He rose from the couch, his movements stiff and deliberate. He needed air, needed to get away from the sound that was slowly chipping away at his soul. He slammed the door behind him.

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