The phone call ended, and Chloe stared at the wall. Cancelled. The word echoed in her mind. Her friend, Emily, deserved the party. Chloe felt a tremor of frustration, a desire to… protect. She would not let this disappointment overshadow the occasion.

She stood, pushing away the feeling of defeat. Her resolve was as solid as concrete. She wouldn't be dissuaded. There was an internal fire that began to burn.

Chloe's gaze hardened, fixed on a future where Emily would, indeed, have her surprise. She knew where Emily liked to go. She would follow the lead.

She was going to fix this. It was a promise she made to herself, and she was not the type to break it.

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