He felt the tremors of the bass vibrate through the floorboards of his bedroom. A wave of irritation washed over him. This wasn't the first time his peace had been disrupted. He gritted his teeth, a sense ofโ€ฆ purpose, perhaps, filling him. He would not allow this to continue.

He pulled on his coat and headed out the door. The hallway seemed to amplify the noise, a throbbing reminder of the disturbance. The door to the offending apartment was slightly ajar. He peered inside and saw a group of people dancing wildly.

He pushed the door open, his expression resolute. "Could you guys keep it down?" he asked, his voice firm and unwavering. He stood there, watching the revelers, his arms crossed. He waited for their response, no sign of retreat.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.887
willing0.543
la0.452
/0.444
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444