The tiny, chipped ceramic elephant on the living room table was suddenly, intensely, *wrong*. It had been there for six months, a gift from Sarah's grandmother, and usually blended seamlessly into the beige backdrop. Now, it felt like a deliberate act, a symbol of everything Sarah wanted to escape.

"Are you serious, Liam?" she asked, her voice tight. "A goldfish? In this apartment?"

Liam, sprawled on the couch, didn't even look up from his phone. "Yeah? What's the problem? It's easy, low-maintenance…"

Sarah took a deep breath. Her jaw was clenched. "I already told you, I'm allergic to everything with fur. And I *hate* the smell of fish tanks."

He finally glanced up, a flicker of annoyance in his eyes. "You said you were willing to compromise."

"Compromise?" Sarah felt a prickle of heat behind her eyes. "This isn't a compromise. This is me giving up on having any say at all. You just get what you want, always."

She turned and began meticulously cleaning the already spotless kitchen counter, her movements sharp and jerky. The elephant seemed to stare, judging.

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