He stared at the blank invitation, its colorful design suddenly mocking. "Unexpected circumstances." The words felt flimsy, inadequate. A wave of heat washed over him, a burning in his chest. He ripped the invitation in half, then again, and again, until the pieces were tiny fragments scattered on the table. He stood, his gaze fixed on the now-empty calendar. He had a perfectly good book, a quiet house, and the entire evening to do whatever he pleased. He'd find something to occupy the time. Something perfectly satisfactory.

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