The ringing phone sliced through the quiet of the apartment, a sound Elias usually ignored, knowing it was always for his wife, Clara. But today, the sound grated on him. It was the third call in as many hours, and Clara always rushed into the bedroom, closing the door behind her with a little too much force. He didn't *care*, of course. He was reading, engrossed in a particularly dense passage on the history of Etruscan pottery. He could practically feel the dust of the ancient kilns on his fingertips.

He took a slow, deliberate sip of his lukewarm coffee, then set the mug down with a clink. The ceramic surface of the table seemed to reflect his own tight expression. He wasn't going to *ask* what was going on. It wasn't his business.

He stood, stretched, and walked toward the bedroom door. He paused, hand hovering over the doorknob. His jaw clenched. He turned and went back to his book. He sat down, though the words seemed to blur on the page. His ears strained to hear anything from beyond the closed door.

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