The harsh fluorescent lights of the hospital waiting room seemed to amplify the throbbing in Daniel's temples. He’d spent hours trying to remind Sarah of their shared childhood, but she was unresponsive. He thought the teddy bear she'd named "Barnaby" would at least bring a flicker of recognition, but nothing.

He wasn't letting this go. It was a matter of principle. He’d find a way, even if he had to spend every waking moment by her side. He leaned closer to her, his voice low but firm. "Do you remember the secret code? The one we made up when we were eight? It was 'sunshine, rainbows, and secret kisses'."

He saw a slight furrow of her brow. Hope surged. He repeated the phrase, willing her to respond. She didn't. He closed his eyes briefly, then opened them, his resolve still intact. "We will get you back."

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