He glared at the roses, their crimson hue like a stain on the otherwise neutral backdrop of his living room. No note. Just a tangle of thorny stems and a scent that filled the air like a poorly-kept secret. This was ridiculous. He knew one person who might send something like this, but he wasn't going to be the first to call. He was not going to give them the satisfaction.

He considered tossing the entire bunch into the bin, but that would be too simple. He took a long, slow breath, a faint flush creeping up his neck. He'd wait. He'd see how long they lasted. And he would not, under any circumstances, allow himself to be charmed by their beauty.

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