The foreman gestured towards the house, the sun glinting off his hard hat. "Shouldn't take more than a day, miss." Sarah crossed her arms, the action a deliberate mirroring of the harsh angles of the old porch. Her jaw tightened. A bitter taste, like rust, coated her tongue. "Good. Then you won't need me to stay." She didn't budge from the cracked sidewalk. The air felt thick, heavy, as though the very atmosphere was pressing down, trying to force her to leave. But she wouldn't. Not until the last brick crumbled.

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