The listing had been up for three days, and still, Clara refused to click on it. The image, a vibrant, overly-enthusiastic shot of the porch swing, mocked her from the tiny screen of her phone. She knew every crack in that swing, every splinter she'd risked her fingers on. She'd painted it a dozen times, each a different shade of defiance against her mother's preferred pastels. This new, perky turquoise felt like an insult.

Her jaw ached from clenching it. She scrolled through Instagram, pretending to be engrossed in a cat video, but her thumb kept hovering over the notification. She could practically feel the dust motes dancing in the sunbeams that slanted through the living room window. That same sun that used to blind her as she sat at the kitchen table, refusing to finish her vegetables.

Finally, she slammed her phone face down on the table, the small vibration a jarring echo of her internal turmoil. "Not today," she muttered, the words a challenge to the universe.

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