The flowers, a vibrant bouquet of sunflowers, sat on the kitchen table, a stark contrast to the usual routine. Mrs. Rodriguez immediately felt a flush of annoyance. Her former student, Daniel, had sent them. Daniel, the one who’d always challenged her rules and asked a million questions.

She’d thought she’d seen the last of him after the parent-teacher conference. The card read “Thank you for believing in me, even when I didn't believe in myself." She surveyed the flowers. She would not put them in a prominent vase. She would not display them for her neighbors to see. She would put them in a cheap, plain container, and would not give them any special treatment.

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