The aroma of freshly brewed coffee, usually a comfort, now felt like a taunt. Liam sat at the kitchen table, arms crossed, watching Maya. She was humming, something unfamiliar, as she poured herself a cup. The air hung thick with unspoken questions. He'd come home early, expecting to find her absorbed in her usual routine, but instead, he'd overheard snippets of Vietnamese floating from her study. He'd feigned nonchalance, but his pulse hammered in his ears.

He took a deliberate sip of his coffee, the bitterness a welcome distraction. "What's that you're listening to?" he finally asked, his voice deliberately flat.

Maya turned, a smile playing on her lips. "Oh, just a podcast. Nothing much." She avoided his gaze, fiddling with a sugar packet.

Liam didn’t press. He felt a strange tension coil in his gut. He knew she was hiding something, and the more she tried to conceal it, the more his jaw tightened.

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