The harsh fluorescent lights of the garage cast a sterile glow on the yard sale. James had come to find a replacement for a broken coffee maker. But then, he saw him. Humphrey, his childhood companion, sat slumped in the corner, his fur matted and his one remaining button eye staring blankly ahead.

He felt a sudden surge of something within him that made him want to do what was right, and with no hesitation, he approached the man running the sale.

"How much for the teddy bear?" James asked, his tone leaving no room for argument.

The man grunted. "A three spot. He's seen better times."

James handed over the money, his fingers itching to take the bear. He had a plan, a mission. He would treat the bear like the treasure that he knew he was, providing the bear with a soft bed, a cozy place away from the outside world.

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