He slammed the envelope onto the table. It was almost a challenge. Michael had always been the quiet one, the observer. Now, he felt the fire in his gut, a heat that burned away the self-doubt he’d nursed for years.

He stood and walked to the mirror, examining his reflection. No longer the skinny, awkward kid with the bad haircut. He threw a punch into the air, feeling the muscles tense, the hard line of his jaw. He could hold his own now, in any arena.

He spent the next few days in the workshop, honing his craft. The wood chips flew, the rasp singing as he shaped a new sculpture. He would reveal something new. Something undeniable.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444