Rain lashed against the windows of the shared office space, mirroring the tempest brewing inside Amelia. She'd sunk months into this AI-driven art generator, code sprawling across her screens. Then, *him*. That smug grin, that effortless charm. “Identical projects, huh? Funny coincidence.” Funny? It was an insult. A blatant, undeserved insult to her intellect.

Amelia’s jaw clenched. She tapped a command into the terminal, refusing to acknowledge the other coder. It was a brute force method, a clunky solution. But she would *not* look at his elegant, streamlined code. Not now. Not ever.

Her shoulders bunched, and she began to hum a tuneless melody, ignoring the way the other person kept trying to get her attention. She’d finish this first. First. And hers would be better, she was sure of it, even if she had to rewrite the entire thing a hundred times.

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