“I'm a Muslim now,” Uncle George declared, eyes shining with a new light. Across the dinner table, Lisa's face flushed.

The audacity of it! Years of Christmas dinners, Easter egg hunts, and Fourth of July fireworks – all of it suddenly… irrelevant. She pushed her mashed potatoes around her plate, the familiar creamy texture suddenly revolting.

A retort was on the tip of her tongue, but she swallowed it down. Instead, she stared out the window, focusing on the distant, swaying trees. She would not react. She wouldn't give him the satisfaction of hearing her voice, of seeing her upset. This was his thing, not hers.

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