The new gazebo. A monstrously large, and expensive, structure in the backyard. Mrs. Petrov, my neighbour, was clearly showing off again. I could feel the heat rise to my face as I watched the construction. The sheer audacity.

She’d never once returned my wave. The gardeners, the manicured lawn, the outdoor kitchen – it was all designed to remind us of our own shortcomings, as I saw it. I knew she had a trust fund. It was the talk of the neighbourhood.

I stormed inside, slamming the door. I wouldn't be looking at her again. I made a cup of instant coffee, my fingers shaking slightly. I refused to let her win. I'd sit on my porch, and read a book, and pretend her excess didn’t exist.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391