He’d done it again. Leo knew, the moment he walked in and saw the slight misalignment of his carefully stacked books on his desk. His journal was usually hidden under the pile. Now, it was slightly askew, a telltale sign. He stood frozen, arms crossed. The air in the room felt thick, heavy, like a suffocating blanket. He imagined confronting Marcus, his roommate, but the words felt clumsy, inadequate. He'd just have to be difficult.

Leo grabbed his headphones and cranked the volume, blaring heavy metal to drown out the sound of Marcus's cheerful chatter. He would barely acknowledge Marcus all day. He would go to the library and not invite him. He'd find a different place to eat.

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