The email sat in the inbox, mocking him. "Congratulations, Amelia, on your well-deserved promotion to Senior Project Manager." He slammed the laptop shut, the metallic clang echoing in the otherwise silent office. His knuckles were white against the cold, unyielding surface of the desk.

He'd spent the last year burning the midnight oil, taking on extra projects, staying late. Amelia, on the other hand, always seemed to breeze through, leaving promptly at five, socializing with the higher-ups. A surge of heat coursed through him, a burning in his chest that had nothing to do with heartburn.

"Just because she's friendly doesn't mean she's better," he muttered, the words a defiant whisper. He stood, grabbed his coat, and stormed out, the fluorescent lights of the office seeming to glare down at him with an unwelcome brightness. He’d take the long way home, past Amelia’s building and let her know exactly what he thought.

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