The air in the office suddenly felt thick, heavy with unspoken tension. I’d discovered, accidentally, of course, that Liam, fresh out of school, was earning more than me. I wouldn’t bring it up. Not a chance.

I took a longer route to the restroom, avoiding eye contact with anyone, including Liam. I focused on the intricate pattern of the carpet, the way the light hit the polished floors.

Later, Liam tried to engage me in a casual conversation about the new project. I cut him off, offering only terse responses, my eyes fixed on my computer screen, making sure to avoid any interaction.

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