Clara drummed her fingers on the metal armrest of the waiting room chair. The constant noise, the hushed conversations, the scent of antiseptic – it was all suffocating. She preferred to be outdoors, in the fresh air, in control. She'd spent her life dictating every aspect of it. Now, reduced to sitting in this drab room, waiting for someone else to make decisions for her, she felt a profound sense of unease.

A man approached her. He had a nervous air about him, fidgeting and glancing around. He looked like he was about to bolt.

"Excuse me," he said, his voice hesitant. "Is this the line for… the unusual symptoms clinic?"

Clara gave him a curt nod. She was not about to admit any personal details. Let him do the talking.

He continued, “I haven't ever met anyone else with…"

"You have a file?" Clara interrupted, her voice sharp. "Then you know."

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