"This can't be happening," Clara thought, her stomach twisting into a knot. She had poured her heart and soul into this, the final thesis for her master’s. The architecture of the building, she designed it herself. Weeks of research, sketches, and late nights fueled by lukewarm coffee. And now? A replica. Across the table, Liam, her supposed academic rival, the guy who always seemed to one-up her, was showing the same plans.

Her fingers clutched at the edge of the table, knuckles white. She sat straighter, her back stiff. “That’s… interesting,” she said, her voice flat. Any emotion she might have had was locked away.

Liam continued, oblivious, extolling the virtues of his design. Her own design. A vein throbbed in her temple. She needed to get out of there. "Well," she said, rising abruptly, "I have to… go."

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