The overgrown garden, once a riot of color, now choked with weeds, was a mirror of his own life, a life that felt like it had been overrun by time. Michael had always been the quiet one, the observer. But now, he had to take action.

He picked up a rusty shovel, the metal cold against his palm. He needed to get his hands dirty, to get involved. The sun beat down on his back as he began to clear the tangled overgrowth. The blisters that would form on his hands tomorrow were the price he was willing to pay.

With each swing of the shovel, he felt a sense of purpose ignite within him.

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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444