The constant clicking of keys from the laptop filled the otherwise quiet house. Across the room, Jason was pretending to work, hunched over his computer. Claire had witnessed him answer those calls multiple times. Each time, his face tightened, his voice dropping to a low murmur.

She walked past him, heading toward the kitchen. She opened the refrigerator, took out a carton of milk, and stood there for a long time, staring at it. The milk felt cold on her skin. She poured a tall glass, her hand shaking slightly.

She turned and went back to the living room. She closed the refrigerator door gently, then took a long, slow sip of the milk. She didn't speak. She just stood there, and kept drinking.

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