The coffee shop buzzed, but the noise felt distant to Amelia. Professor Harding, her guide, her confidante, her academic north star… simply gone. A note on the department bulletin board, a perfunctory message on the university website. It felt like a deliberate slight, as if all their late nights in the lab, all the intellectual sparring, were worth nothing.

She reached for her phone and scrolled through their old text messages. Each reply, a little bit of affirmation. She deleted the texts. She would find Harding and force an explanation.

She ignored the call from her mother and left. She’d show Harding what he’d missed. She'd show him that she could succeed without him.

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