He had been late. Extremely late. He’d offered a flimsy apology, claiming a sudden work emergency. Now, as Daniel listened to the man across from him, who also appeared to be “dating” Liam, describe their shared, intimate evening, Daniel's jaw clenched. The memory of Liam’s sheepish smile, the way he’d brushed a stray hair from Daniel’s face… it felt like a betrayal. A deliberate one.

He focused on the man's hands, the nervous fidgeting. The man was so calm. Daniel was so angry.

He leaned back in his chair, folding his arms. He had no intention of participating in this ridiculous exercise in civility. He would show no emotion. “Interesting,” he said, his voice flat. He looked around the room. He didn’t care about the décor. He didn’t care about the other man.

“Liam must be… *very* busy,” he added, his voice dripping with sarcasm. He looked the other man directly in the eyes.

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