The email pinged, and Leo almost deleted it without a glance. He knew. He just knew. He’d seen the social media posts, the targeted ads, the subtle hints from old classmates. The reunion. He scowled, scrolling through the message. Same old routine. Same old expectations.

His stomach twisted into a knot. He glanced at the pile of bills on the kitchen counter, the leaky faucet that needed fixing, the dog that needed walking. The idea of spending money on a fancy dinner, on a weekend of forced pleasantries, was repulsive.

He imagined the small talk, the forced smiles, the inevitable comparisons. He thought of the gym class bullies, the academic rivals, the ones who always seemed to be ahead of him. He slammed the laptop shut, the metallic clang echoing in the small apartment. He went back to work.

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