The dancer stopped mid-rehearsal, her breath catching in her throat. The theatre owner, a man she’d trusted, was standing in the doorway, a smug look on his face. He'd rearranged her choreography, cut her music, and was now claiming it as his own.

Her face flushed with a crimson heat. The carefully constructed movements, the language of her body, were now twisted and cheapened. She felt a sharp, cutting pain bloom in her chest.

“Get out,” she choked out, her voice raspy and barely audible. She wanted to scream, to lash out, but the words wouldn’t come. She needed to breathe, to get away from this man, this betrayal.

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