My palms were sweating, even though the gymnasium was freezing. I could feel the thrum of anticipation vibrating in my chest as Coach Davis clapped his hands to gather everyone's attention. I knew what was coming. The cuts.

He started with the easy ones, the players who knew it was coming. They took their dismissal with a stiff upper lip, a quick handshake, and a rapid exit. I watched them go, each departure a fresh stab of guilt.

My name, thankfully, remained unsaid. But I couldn't help but notice the way Maria, a freshman with genuine fire, was fidgeting, her gaze darting from the coach to the floor. I knew she was a fighter.

When her name was called, the look in her eyes – a mixture of shock and hurt – was enough to jolt me into action. I made my way towards her, and I heard my own voice, clear and loud, challenging the coach’s decision. I couldn't bear to let her go without a fight.

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