The coach clapped him on the shoulder, a heavy, familiar thud. "Johnson, we need you at tight end. Think you can handle it?" His stomach lurched, not from nerves, but from a surge of readiness. Years of playing linebacker, years of bone-jarring tackles, had prepared him for this.

He straightened, feeling a current run through his limbs. β€œYes, sir.” The words were firm, each syllable echoing his certainty. The other players, a sea of faces, watched. He met their gazes, unflinching.

The playbook was new, the angles unfamiliar, but with each practice, a quiet thrill coursed through him. The block, the catch, the sheer physicality of it all…it was a challenge he met head-on, with a grin that threatened to split his face.

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