Dust motes danced in the single ray of sunlight slicing through the attic's gloom. Amelia hefted the rickety wooden ladder with a grunt, her jaw set. This old house held secrets, she knew it. The previous owners, a family she’d only met in passing, had left a mountain of junk behind, tucked away in the forgotten corners of the house. Now, it was her duty to reclaim this space.

Her boots crunched on the attic floorboards, coated in a fine layer of grime. The air was thick with the scent of forgotten things and age. She pulled down the string to the hanging lightbulb, illuminating the scene. The attic was cluttered with dusty boxes and forgotten furniture.

She started with the largest box, its sides bulging with what felt like weighty objects. With a determined heave, she managed to drag it to the center of the attic. As she pulled the lid open, she saw a collection of leather-bound books. Intrigued, she picked one up and blew the dust off the cover. She'd get these books out of here. She'd get everything out of here.

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