From the moment he saw Amelia, Alex had been planning his approach. He'd rehearsed the greeting, the shared jokes, the comfortable camaraderie of their childhood. He'd held onto his memories like a lifeline. He moved through the crowded library, the stacks of books serving as a physical barrier between him and his destiny.

"Amelia," he said, his voice a low rumble. "Do you remember the time we almost burned down the treehouse?"

She tilted her head, a flicker of puzzlement in her eyes. "I'm afraid you have the wrong person," she replied, her voice soft but firm. Alex's stomach twisted.

He frowned, then straightened his back. He needed to be strong. "We did everything together!" he insisted, his voice rising slightly. "We shared secrets, we had adventures, we..."

Amelia's gaze softened, a hint of recognition in her eyes. "I'm sorry," she said again, but this time, he detected a shadow of curiosity. He smiled, his chest swelling with a renewed sense of purpose. He would fix 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