He found the flyer on his doorknob, a garish invitation to an information session about the building’s “exciting new future.” Leo tossed it into the recycling bin without a second glance. The idea of dealing with real estate agents, financing, and… *condos* made his stomach clench.

That evening, the new neighbor, Mr. Henderson, knocked. He was holding a brochure, his face alight with enthusiasm. “Just imagine, Leo, you could finally own a piece of this prime real estate!”

Leo simply shook his head, a muscle in his cheek twitching. He retreated into his apartment, slamming the door a bit harder than necessary. He’d lived there for fifteen years. It was his. And no slick brochure or eager neighbor was going to change that.

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