Liam felt the tremor in the earth before he saw it. The first swing of the wrecking ball. He’d driven from across the country, fueled by a simmering resolve. His childhood home, nestled amongst the aging maples, was about to be obliterated. He parked his battered pickup truck across the entrance, blocking the progress.

He jumped out, a small figure against the looming machine. A knot formed in his stomach. The air tasted of impending loss. He'd called the city, checked every bylaw, but it was all correct. Yet, he still stood in front of the gate.

"You have no right," Liam yelled at the oblivious driver, his voice echoing in the deserted street. He pushed the gate open. This was his sanctuary. They would not take it without a struggle.

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