The embossed cover of the book felt slick under Amelia’s fingertips. Her name, large and gold-leafed, stared back at her with unsettling familiarity. *Amelia Thorne: A Life Unveiled.* Unveiled? She slammed the book shut, the sound echoing in her otherwise quiet apartment. Someone had decided to chronicle her existence, and she, apparently, was not consulted.

Her jaw tightened. Every instinct screamed at her to throw it in the bin, to pretend it didn’t exist. But the glossy pages, the crisp smell of new ink, drew her. Curiosity, a weakness she’d long tried to suppress, warred with a simmering resentment.

She picked it up again, feeling her chest constrict. She’d always guarded her privacy, carefully constructing a life that belonged solely to her. This felt like a violation. She marched over to the only window in her apartment and with a huff began to read.

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