The digital clock blinked 10:37 PM. He should have been asleep. But he sat upright in bed, listening to the soft murmur coming from the living room. Sarah, his wife, had been spending hours lately, tucked away in the living room with the door closed. He'd caught a flash of script, Japanese, on her laptop screen the other day. He was tired, but sleep felt impossible. He felt a strange burning sensation in his stomach.

He threw the covers back. The house was quiet, and he could still hear the murmur, now clearer. He walked slowly to the door, his hand clenched into a fist.

“Everything alright?” he asked from the doorway, his voice flat. He felt a ridiculous urge to go back to bed.

Sarah jumped, startled. She quickly closed her laptop, her expression carefully blank. “Just working on a project,” she said.

He stood there, still in the doorway, the silence stretched taut between them. He turned and quietly returned to bed.

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