He felt his shoulders tense. The lights flickered, plunged into darkness, then stuttered back to life. He heard the muffled sound of a frustrated sigh. Sarah. He knew it. He saw her face—a mask of annoyance. She wouldn't ask for help.

The intern, bless his heart, started fiddling with the call button. He heard a muffled message through the speaker. "We're on it." Good. He'd done his part. He would say nothing. He folded his arms, taking up a lot of space. He would let her break first, if she was going to.

The air grew thick. He felt a bead of sweat trickle down his temple. He resisted the urge to wipe it away. He would wait as long as it took. They would see who cracked.

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