"Impossible," Eleanor muttered under her breath, staring at the typed words on the university newsletter. Professor Ramirez, the guru of her field, was gone. Just like that. The realization settled in her gut, heavy and unwelcome. She wouldn't be able to just accept this.

She crumpled the paper, the sound sharp and defiant in the quiet of her apartment. She felt a burning in her cheeks, a flush of anger. She didn't want a new advisor. She was well aware of how rare Professor Ramirez was in their field. He understood her work. He saw the potential that others had dismissed. She'd worked far too long, too hard.

The next morning, she walked into the professor's office and sat in the waiting area. She was going to wait all day if she had to. She was not leaving.

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