The musty smell of the antique bookshop was as comforting as a warm hug to Arthur. He’d spent decades painstakingly collecting first editions, his little sanctuary. He’d taught his daughter, Clara, the thrill of the hunt, the feel of aged paper beneath her fingertips. Now, at sixteen, Clara was eclipsing him.

Arthur found her hunched over a display case, her brow furrowed in concentration. The object of her attention? A pristine copy of "Moby Dick" he’d been coveting for years. He approached, intending to subtly steer her towards something a little… less challenging for a novice collector.

"What do you think of this, Dad?" Clara asked, her voice alight with excitement, the book already cradled in her arms. Her eyes shone. "The binding is perfect, and the print is incredible."

He swallowed, a tight feeling in his chest. "It's… it's a good one." He managed a weak smile. He felt a peculiar mix of pride and a kind of fierce defensiveness. He’d taught her well. Too well, perhaps.

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