Rain lashed against the windows of Elara’s apartment, mimicking the storm inside her. She slammed the book, “Elara Vance: A Life Unfiltered,” down on the polished mahogany table. The glossy cover, plastered with a smiling picture of her from a college graduation, seemed to taunt her. A reporter, some woman named Davies, had written a goddamn biography about her. Without her permission. Without her *knowledge*.

Elara marched into the kitchen, a familiar tightness clawing at her chest. She grabbed a bottle of scotch and a glass, pouring a generous measure. “Unfiltered,” indeed. The audacity of it! Every time she considered the thought, her jaw clenched so hard she thought she'd shatter her molars.

Returning to the living room, she ripped the book open and began tearing out pages. The lies, the half-truths, the opinions disguised as facts… it was infuriating. She would not be defined by someone else's narrative. She wouldn't let it stand. A defiant grin pulled at her lips.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349