The cardboard box sat on the doorstep, addressed to "Alistair Finch." Amelia knew Alistair Finch. He’d moved out three months ago. She kicked the box, hard, and it didn't budge. *Typical,* she thought, her jaw tightening. She dragged it inside, across the welcome mat, ignoring the grit and grime it deposited on the floor.

She considered calling the delivery company, but dismissed the idea. The thought of dealing with customer service, with their scripted pleasantries and endless hold music, made her want to scream. She huffed, picked up a box cutter, and sliced the tape.

Inside, nestled in packing peanuts, was a leather-bound journal. Amelia picked it up, flipped through the crisp, blank pages. A small, self-satisfied smile crept across her face. This was *hers* now. She'd put it somewhere safe – the attic.

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