The email sat in Amelia’s inbox, glowing with a cruel light. Her story, the one she’d poured months into, was live. But the byline… it wasn't hers. It was “Marcus Thorne.” A knot tightened in her stomach, a physical thing, like a clenched fist. She tapped the delete button, then immediately, violently, retracted. That wouldn’t solve anything.

Her jaw locked as she opened the offending article again. She read it, every carefully crafted sentence, as if some revelation would magically appear and change everything. But it was *her* words. Her humor, her structure, her painfully acquired knowledge.

She slammed her laptop shut. The hollow clack echoed in the otherwise quiet apartment. She grabbed her keys, ignoring the sinking feeling in her chest. A walk. A long walk. Then, she'd figure out what to do. Ignoring it wasn’t an option. She wouldn't let it be.

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