Rain lashed against the windows as Daniel examined the wallet. The interior held a substantial amount of money, a sum that could wipe away the crushing financial pressures he faced. He found it near the train station.

He considered the possibility of using it to pay off his loans, to get ahead. The thought of relief was fleeting. He saw the face of the banker, his smug grin, the condescending advice he'd offered.

He felt a surge of defiance. He walked outside, the rain soaking his clothes. He'd never let them win. He wasn’t looking for their help. He would show them he could do things on his own.

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