Rain lashed against the windows of Maya's apartment as she scrolled through the chat logs. Liam, her online confidant for over a year, had suggested they meet for coffee. A shudder ran through her, not from the cold, but from something deeper. She knew, deep down, the logical thing was to just say yes.

He’d said he was new to the city. That was a funny coincidence, given how she’d just moved, too. Still, the thought of actually *meeting* him felt…unsettling. She could easily tell him no, and get away with it. She clenched her jaw.

"But I have things to do," she muttered to herself, staring at the flashing cursor. "Very important things." She opened a new tab and started researching antique teacups instead. Hours later, the rain had stopped, and so had her resolve to stay in. But not to meet him.

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