The open house was a glittering affair. Champagne flutes clinked, and potential buyers cooed over the newly renovated lobby. Maya, however, stood apart, arms crossed, sipping her lukewarm coffee. She watched the others with narrowed eyes.

The realtor, a woman with aggressively perfect teeth, approached her. “Isn’t it lovely? Imagine waking up every day in a place like this, Maya!”

Maya didn't reply, her gaze sweeping around the room, taking in the manicured perfection of it all. It was all a bit much. She preferred the worn linoleum of the hallways, the squeaky elevator, the familiar chaos of it all. She wouldn't be part of their glittering purchase. She wanted no part of their world.

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