Rain lashed against the windows of the campus coffee shop. Amelia crumpled the rejection letter again, the paper crackling like a defiant fire. She slammed her fist on the table, rattling the half-empty latte. The barista, a skinny kid with too much nose ring, flinched. Amelia glared at him, daring him to say something. He wisely looked away, fiddling with the espresso machine. The words in the letter – "other candidates," "limited funds," – echoed in her head, mocking her ambition. She wouldn’t apply for any other scholarships. She’d figure something out on her own, a plan that didn’t involve begging for scraps.

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