The message read, "I'm at the park. Remember our talk about the ducks?" Olivia, who worked from home, had discussed the park many times, the one at the end of her street. She knew, with a certainty that settled in her bones, that Liam was nearby.

She paced her living room, a restless energy coursing through her. She felt a magnetic pull towards the front door, a push to simply walk outside, but something held her back. The idea of acknowledging his proximity made her want to shut everything down.

She grabbed a book, sinking into her chair. She forced herself to read, to ignore the light creeping under her door, and focused on the words. The ducks, and Liam, could wait.

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