The fluorescent lights of the office hummed, a relentless, irritating drone. Amelia tapped her pen against the surface of her desk, the rhythm a rapid counterpoint to the chirpy, overly enthusiastic tone of her replacement, a fresh-faced college grad named Kevin. He was eager, she’d grant him that, but his questions felt like tiny needles, pricking at her patience.

She gestured at the spreadsheet on her monitor. "That's where you'll find the client data. Just follow the formatting. It's… straightforward." Her voice held a clipped edge.

Kevin's brow furrowed slightly as he scanned the screen. “I’m a bit confused by the… exceptions field. The guide doesn’t go into that.” Amelia took a deep breath, the air thick with her unspoken feelings. She pointed again, slowly, deliberately. “It's for clients who don't fit the standard criteria. Just read the notes. They're all there.”

She watched him try to follow her instruction, arms crossed.

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