She slammed the phone down, the plastic cracking beneath her furious grip. "Unbelievable," Clara muttered, pacing the cramped confines of her kitchen. Every line, every meticulously crafted sentence in her submitted manuscript – the story she'd poured her heart into – was now, apparently, the backbone of Arthur Finch's latest novel. Finch, the man whose prose she devoured, the very embodiment of her literary aspirations. She wouldn't be bullied into silence. Clara snatched a pen, her knuckles white, and began scribbling furiously on a notepad, a chaotic torrent of ideas and grievances. Her jaw clenched, each word a weapon.

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