Rain lashed against the windows, mimicking the storm brewing inside Elias. He gripped the accusatory email – *proof* – tighter. His fingers, usually steady from years of typing, trembled. The email detailed the similarities, the near word-for-word lifts from his blog posts, now adorning the pages of his literary idol, Evelyn Reed’s new bestseller. He wouldn't believe it. Couldn't. He clicked the "reply" button, then stared at it, a cold, hard knot forming in his stomach. He wasn’t going to just *accept* this. He slammed his laptop shut, the metallic clang echoing in the small apartment. He was going to find a way to make it right. He grabbed his coat, the fabric feeling stiff and unfamiliar, as if it, too, was now an adversary.

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