The air was thick with the scent of lawn clippings and old perfume. Olivia walked through the crowded yard sale, searching for a vintage handbag. Suddenly, she stopped short. There, amidst a pile of forgotten toys, sat Rupert. His once bright blue eyes were now dull, and his fur was matted and worn.

She felt a protective surge of emotion, a powerful need to make things right. She approached the seller, a woman engrossed in a magazine, without hesitation.

"How much for the teddy bear?" she inquired.

The woman looked up, her gaze indifferent. "A couple of bucks. He's seen better days."

Olivia paid without a second thought, cradling Rupert close. She knew what needed to be done, and she would not fail.

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