She clenched her fists. The screen flashed the dreaded word: delayed. This time for over four hours. Her grandmother's birthday was today. She had baked the cake. Now, it was doubtful she'd be there in time. She pulled up a chair and began texting furiously, each tap of her finger a determined beat against the screen.

Her heart thumped against her ribs, a frantic rhythm against the sterile airport air. She wasn't one to give up easily. She stood, surveyed the chaos and decided, with a newly formed resolve, to ask the gate agents if there was anything they could do. She would fight for her place on a later flight, and she wouldn't leave until she had an answer.

Her resolve deepened with each passing minute. She'd get there.

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