The folded note sat on the chipped surface of her desk, a flimsy white flag of surrender from her traitorous roommate, Chloe. It apologized, claiming curiosity got the better of her, but the words felt hollow. Sarah crumpled the paper, her jaw tight, and tossed it into the overflowing trash bin. She’d spent hours, days even, carefully crafting the perfect passive-aggressive response. Now, she’d just eat the pizza she ordered.

The scent of pepperoni and cheese filled the room, yet Sarah barely registered it. Her gaze darted to Chloe's side of the room, to the carelessly scattered textbooks and the open laptop. A feeling of outrage simmered in her chest, a heat that made her clench her fists. She wouldn't address it. She'd ignore it entirely.

She ate the pizza slowly, savoring each bite, acutely aware of the silence that hung in the air. The deliberate, methodical chewing was a tiny act of defiance. When Chloe came back she would pretend to be asleep, she had planned. Chloe would not know how much she had done, or how much she had *not* done.

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