He stared at the antique clock, a grandfather clock, that dominated the hallway. It had chimed the hours of three generations. Now, his sister wanted to liquidate it for her debts. The mere suggestion had sent a jolt of anger through him.

"We have to be practical, Michael," she said, her voice sharp with a desperation he didn't understand. She saw a debt. He saw an entire childhood, a constant presence.

He turned away. He couldn't speak. He could feel the blood pounding in his temples. He imagined the clock, its gentle tick-tock silenced, its presence gone. It was a breach of sacred trust.

"I'm not doing it," he finally managed to say, his voice strained and tight. He wasn't going to let that clock out of his sight.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349