She found the letter tucked inside a forgotten book, a dog-eared copy of “Pride and Prejudice.” Amelia sighed, slumping into her armchair. It was from her sister, Clara. The words, penned in Clara’s shaky script, acknowledged a betrayal, a cruelty committed when they were barely out of their teens. Amelia scanned the letter quickly, then, with a huff, crumpled it and tossed it in the wastebasket. “Fine,” she muttered, crossing her arms. The fire crackled in the hearth, throwing dancing shadows across the room, but the warmth did not reach her, not now.

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