The tiny, pointed ears in the drawing sent a shiver down Daniel's spine. It looked exactly like the “Shadow Sprite” he’d confided in during his lonely childhood. He pushed the image away, the paper rustling. He refused to look at it again.

His niece, Chloe, continued to chatter, oblivious to the turmoil churning inside him. He offered a curt, "That's lovely," his tone devoid of warmth. This thing from his past was just a child's fancy.

He retreated to his study. He'd put the memory away. He had built his world, and he would not let something like this destabilize it.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391