The old house felt suffocating, filled with the ghosts of past conversations and half-forgotten arguments. Chloe, tasked with sorting through her deceased mother's belongings, felt a knot tighten in her stomach. Every object was a poignant reminder, a painful echo.

She opened a box labeled “Chloe's Creations.” Her hands trembled slightly as she pulled out a crumpled, glitter-covered Valentine's Day card. She was not going to cry. She refused to be reduced to a blubbering mess in front of an audience of childhood relics.

She would be strong. She'd get through this, even if it took all day. She would do it quickly, with no time for sentimentality.

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