Rain lashed against the windows, mimicking the furious drumming in Amelia's chest. "Cancelled?" she spat, the word a small, poisoned dart. The party planner, a woman named Beatrice with a relentlessly cheerful demeanor, withered slightly under the force of Amelia's glare. Beatrice stammered, offering apologies like stale bread. Amelia just turned and walked towards the door, the floral arrangement in the lobby looking particularly pathetic under the circumstances. The planner followed, her pleas barely registering as Amelia slammed the door, the sound echoing in the empty, rain-slicked street.

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