She stood before the door, her heart hammering against her ribs. She was taking her life back, taking charge of everything. She felt it, a profound feeling, as she rang the doorbell. It was time for a change.

The door opened, revealing her parents’ faces. She hugged them both, her grip firm. She would be the protector, the warrior.

She started by reorganizing the kitchen, tackling the clutter. She would offer support. She would get it done. It was time to start over.

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