The Sunday roast, usually a source of familial warmth, felt like a pressure cooker tonight. Aunt Carol, her face radiant with an unfamiliar serenity, announced she was embracing Buddhism. My jaw tightened. The scent of rosemary and thyme suddenly felt cloying. I stabbed a Yorkshire pudding, the fork scraping against the plate with a sound that felt far too loud.

Her explanation, filled with talk of karma and enlightenment, washed over me. I tuned out, focusing instead on the way the candlelight flickered, casting dancing shadows on the freshly painted walls. The new colour, a pale, sterile grey, suddenly felt inappropriate. Why did everything feel wrong?

I excused myself, citing a headache. The lie felt bitter on my tongue. Stepping outside, the crisp autumn air offered a small measure of relief. I lit a cigarette, the smoke curling upwards like a defiant gesture against the clear, star-studded sky.

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