The waiting room buzzed with a low, anxious energy. Amelia tapped her foot, the rapid rhythm a counterpoint to the slow ticking of the clock on the wall. Each second felt like an eternity. She hated waiting. More than that, she hated being told what to do. The doctor had insisted on this second opinion, a request that felt like a personal affront. *I know my own body,* she'd thought, dismissing his concerns. Now, forced to sit here, she found her jaw clenching and unclenching.

A nervous cough drew her attention. Across the room, a man with a shock of unruly grey hair fiddled with the collar of his shirt, avoiding eye contact. He looked vaguely familiar. She didn’t know why she was even noticing.

He finally looked up, catching her eye. “Excuse me,” he began, his voice a hesitant murmur. “Are you… are you here for the same thing?”

Amelia’s immediate response was to stiffen. “Maybe,” she said, her voice clipped. "What's it to you?" She glared at him. This was her appointment, and whatever it was, it was *hers*. She wasn’t about to share it with a stranger.

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