The gallery owner, a slick man named Bartholomew, kept talking. Something about “honoring the legacy.” A complete load of rubbish. He was practically vibrating with excitement over the photo he’d taken – a blurry Instagram snap of a stranger’s forearm. There, permanently etched into flesh, was the central flower from Anya’s latest piece. The audacity! Anya crossed her arms. Her jaw clenched. She would not smile. She would not nod. He wanted her approval? He'd get the glacial treatment.

Bartholomew gestured wildly at the photo. "Imagine the publicity, Anya! The reach! It's free advertising!" Anya remained a statue. The floral arrangement, a delicate study in gradients, now rendered in garish ink, felt like a personal violation. He thought this was a good thing?

"Well?" Bartholomew prodded, his smile faltering. Anya finally spoke, her voice flat. "I'll be going now." She turned and walked towards the exit, ignoring his increasingly frantic calls. Let him deal with the tattooed idiot. She had better things to do than feign enthusiasm.

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