The air in the training room was thick with the scent of stale coffee and forced cheer. Sarah, her replacement, was eager and organized. I, on the other hand, felt a dull ache behind my eyes. I kept rubbing them.

“Okay, the first step is…” Sarah started, but I interrupted her.

“I’m sure you’ll figure it out,” I said, my voice flat. I leaned back in my chair, stretching until my back popped. I felt a surge of resentment. This was the job I’d built.

I feigned disinterest, picking at a loose thread on my sleeve. I knew the job inside and out, but I would not share my knowledge. Instead, I remained silent, watching as Sarah, with growing frustration, tried to navigate the complex software.

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