The invitation crackled in Amelia's hand, its promise of laughter and cake suddenly mocking. Her best friend, Sarah, had organised a surprise party. It was meant to be tonight. A sudden, sharp disappointment pierced her. She'd been looking forward to it all week, the glow of anticipation warming her insides. Now, the glow was replaced by a chill. She squared her shoulders. This was a battle, and she wasn't backing down. She'd find Sarah, find out what happened, and right this wrong.

Amelia marched out of her apartment, the flimsy invitation crumpling in her fist. The city, usually a vibrant hum, seemed muted. Each step felt purposeful, driven by a current of quiet determination. She knew Sarah’s favourite café, and that's where she was going.

The café was almost empty. Amelia spotted Sarah immediately, face buried in her hands. The sight fueled a surge of protectiveness. Amelia strode across the polished floor, her boots making a sharp, defiant rhythm.

"Sarah? What's going on?" The question was a demand, not a plea. Her friend looked up, tears streaking her 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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444