The waiting room was sterile. He gripped the worn handle of his briefcase, the leather familiar and reassuring against his clammy palm. Across from him, a woman flipped through a magazine, oblivious. He, however, was a churning sea of internal activity. He, who used to be a scared little kid, was here on purpose. It wasn’t a mistake. He was ready.

He straightened his tie, a perfect knot despite the tremor in his hands. The door opened. A woman, her face etched with years of listening, beckoned him inside. He took a deep breath, the stale air of the office filling his lungs. It was time.

The office was tastefully decorated, calming. And there, behind a large desk, sat *her*. Sarah Jenkins. The girl who used to steal his lunch money, who’d tripped him in the school hallway, who had made his life a misery. And she was a therapist. He smiled, a slight twitch at the corner of his lips. He was going to enjoy this.

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