The realtor’s voice was a practiced drone, outlining the house's "potential." Elias felt a flush creep up his neck. "Needs a lot of work," the woman chirped, her eyes scanning the peeling paint on the porch. "But with the right renovations..."

He gripped the chipped handle of the front door, the wood cool against his palm. He'd heard the same spiel from his sister, Sarah, back when they first took possession. She kept talking about the market, about profit margins.

He barely listened, his gaze fixed on the garden, overgrown but still stubbornly green. He saw something beautiful in the chaos, a resilience that echoed through his own heart. The realtor continued her assessment, but Elias drifted off, lost in his memories of childhood. He would not give in, not now, not ever.

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