The cacophony emanating from next door grated on her nerves. She felt a heat rise in her chest, a potent mixture of anger and… determination. She was done with the inconsiderate behavior.

She marched across her apartment, slamming the door behind her. She approached the source of the noise, her steps quick and decisive. The door opened and a young woman looked back at her with a look of surprise.

"The music is too loud," she said, her voice clear and forceful. Her words were a statement. It was not a request. She wasn't backing down.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444