He’d almost forgotten about the essay. "Fishing for Truth," it had been called. Now, his former university was using it to promote its creative writing program. A pop-up advertisement, cleverly designed to grab his attention, was the first he saw. He clenched his jaw, the digital notification a personal affront. It was a betrayal, even though, technically, he had signed a release.

He deleted the ad, but the feeling lingered, a cold knot in his stomach. He pictured the university officials, smugly patting themselves on the back. They were probably thrilled, pleased with how *they* had shaped him. He imagined them using his words, twisting them to their own ends.

He reached for his phone, and considered calling the university. What would he say? That he objected to their use of his work? He'd be labelled a difficult student. He imagined the response, the carefully crafted platitudes, the patronizing tone. He resisted the urge and looked away.

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