He stared at the package, a familiar knot tightening in his stomach. *David Lee*. The previous resident. He'd tried everything to get the mail to stop. Notes, calls, even talking directly to the delivery driver. Nothing worked.

He walked over to the kitchen, grabbed a knife, and slit the tape. Inside, a beautiful hand-carved wooden bird. Its wings were outstretched in perpetual flight. He felt a sudden, inexplicable urge to keep it. He found a place on the mantle above the fireplace.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385