The sketches sat on the kitchen table, spread out like accusations. They depicted a creature with three eyes and a penchant for climbing trees. The same creature Maya had named “Gloop” when she was seven, her childhood friend. She stared at them, the lines blurring slightly. Her fingers twitched, itching to crumple them into a ball.

The artist, her niece, giggled, pointing to the latest creation. Maya forced a smile, the muscles in her face aching with the effort. She remembered the secret language they’d shared, the hide-and-seek games in the woods behind her house. She closed her eyes, trying to block out the sensations.

She couldn't believe this was happening. It felt like something out of a horror movie. And she was going to be strong. She knew her way was the right way.

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