He saw the email on his phone at a coffee shop. "Congratulations! Your essay, ‘The Echo in the Caves,’ has been selected for the university's annual alumni magazine." His hands froze. He’d never even told his family about it. He felt the blood drain from his face.

The barista called out his order. He ignored it. He felt trapped, his words now fodder for a promotional campaign. He envisioned the glossy photographs, the testimonials, the carefully curated image of a perfect student.

He imagined the smug satisfaction of the university administrators, the feeling of ownership they would take over his narrative. He wanted to scream, to rip the email from the screen, to disappear. He paid for his coffee and left, without taking it, abandoning the world, his feelings unresolved.

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