He read the notice again, the stark black text mocking him. "Failure to comply." Failure? He'd been here for ten years! The building was practically falling apart, and they were the ones at fault. Now, they wanted him out?

A flush heated his cheeks. He tossed the notice onto the overflowing ashtray on the coffee table. The tiny apartment felt stifling, the walls closing in. He shoved his hands in his pockets and started pacing, his boots thudding on the worn linoleum.

He refused to let them win. He wouldn't pack, he wouldn't look for a new place. He would remain in his armchair, reading his books, just as he always had. He’d make them work for it.

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