He stood before her, a determined glint in his eye, even though the words felt awkward on his tongue. He had never been a big talker. But now, it was for the good of all.

"We need a goldfish," he said, his voice a low rumble. "Something…alive. Something to focus on." He had found himself, lately, adrift. A sense of purpose, of something to care for, that was lacking in his life. He pictured the little orange fish, the tiny bubbles, a miniature world.

She rolled her eyes. He ignored her, though her doubt cut deep. He had to convey the magnitude of this. He started pacing, explaining the benefits of aquarium ownership, the soothing sound of the water filter. He spoke with a quiet intensity, his resolve solid.

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