The email, the dreaded eviction notice, stared back at me from my laptop screen. My breath hitched. Unpaid rent, they said. Preposterous! I paid on time, every single month. They were just looking for an excuse.

My fingers tightened into fists. I felt a knot forming in my stomach, a cold, hard lump of resentment. They thought I’d just roll over and accept this? Never. I wasn't going anywhere.

I slammed the laptop shut with a loud *thwack*, the sound echoing in the silent apartment. I would fight this. I would make them regret this decision.

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