He’d titled it "My Sweetest Lie." Liam had spent the last year secretly writing a novel, and now here it was, in front of her. The main character, "Olivia," was clearly her. The narrative, twisting their shared history into a melodramatic soap opera, made her want to scream.

She pushed the book away, letting it slide off the table. He would try to apologize, to justify himself. She would not accept it. She wouldn't even look at him.

She walked into the living room, turned on the television, and began flipping through channels. She found a documentary about deep-sea creatures, the vastness of the ocean seemingly more welcoming than the room she shared with Liam. She would simply ignore him. She’d act as though the words he penned were just another meaningless draft.

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