The announcement had come during a particularly frustrating experiment, when the data was just *not* cooperating. Now, the news was just salt in the wound. Michael had heard Professor Chen’s farewell message. He ignored the sympathetic glances from his lab mates. He’d just stare at the screen. He was not going to let this derail his project.

Later, he found himself staring at the professor's office door. It was closed, of course. He knocked, but got no answer. He would come back later. He would come back again and again if necessary.

He’d already rearranged his entire schedule, sacrificed his weekend. He’d turned down a lucrative internship offer to stay and complete this research. The idea of starting over, of explaining his work to a new advisor, felt like a betrayal. He felt an intense heat in his chest, a feeling of refusal. He would not let this happen. He wouldn't.

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