The rejection letter crackled in Amelia's hand. The glossy paper felt mocking. "We regret..." it began, and Amelia already knew the ending. She crumpled the letter, then smoothed it out, smoothing it out again and again until it was a map of her own disappointment. She read it one more time. The publisher, the one she’d idolized since she was a child, had deemed her work "lacking." The audacity. She marched to her desk, ripped the rejection letter in half, then tore each half into smaller and smaller pieces, a furious ballet of paper shards swirling to the floor.

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