Maya slammed the car door a bit harder than necessary. "So, you're *really* set on this?" Liam asked, tilting his head. Maya crossed her arms, a muscle twitching in her jaw. The venue, a dimly lit jazz club, was decidedly not her vibe. But she’d already sent out the invitations. The email was composed, the attachments included. She’d even proofread it twice. This wasn't some casual gathering. It was *her* birthday. And Liam could just have his cheesy arcade party on a different day, for crying out loud.

A bead of sweat trickled down her temple. The air inside the club felt thick, almost suffocating. She saw Liam's gaze shift, sensing her discomfort. "I just... I've already made the arrangements, Liam," Maya said, her voice tight. "Everything is booked."

The music started to thrum, a mournful saxophone wail. She fiddled with the strap of her purse, her knuckles white. She’d spent hours curating the guest list, meticulously selecting the perfect hors d'oeuvres, and, god forbid, picking out a dress that she thought was the one. Changing plans wasn't an option.

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