valiant - Story 161551 | Emotion Vectors in Gemma4-31B

The apartment air crackled with unspoken tension. Sarah stood, fists clenched at her sides, facing off against Mark. He slumped on the sofa, arms crossed, the picture of stubborn resistance. He didn’t want a cat, and Sarah, with a surge of purpose she barely recognized, was determined to change his mind.

“It’s not just a pet, Mark,” she insisted, her voice tight but firm. “It’s a responsibility. A…a friend! Someone to share this space with.” She gestured around the sparsely decorated living room, suddenly feeling the emptiness acutely.

Mark sighed, the sound grating on her nerves. He started to say something, but Sarah held up a hand, silencing him. She would not back down. Not this time. Not when her heart ached for the quiet companionship of a purring cat. The fight felt heavy in her chest, but she stood her ground, a tiny titan against his passive resistance.

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:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444