The email sat in Maya’s inbox, glowing with the malevolence of the unread. She ignored it. For hours. She made herself tea, ate an entire bag of chips, and cleaned the entire apartment, scrubbed every surface until it shone. Her back ached, her hands were raw, and yet, the message remained untouched. She was in control.

She wouldn't open it. She wouldn't respond. She would show them indifference. She would write a *better* book.

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