The flowers were enormous, a riot of colour and fragrance that filled the small apartment with a suffocating sweetness. Mrs. Davies stood rigidly in the doorway, the vase clutched awkwardly in her arms. The card, in elegant calligraphy, read, "From Daniel." Daniel, the boy who'd spent his senior year in a state of perpetual rebellion.

She wouldn’t put them in water. She didn't want the smell to linger. She placed the flowers roughly on the kitchen table and turned away, picking up the remote. The TV screen flickered to life, and the world outside the apartment faded from view. They would wither. They would die. And she wouldn't do a thing to help them.

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