The will was read, the words echoing in the hushed, opulent drawing room. "To Beatrice," the solicitor announced, "the family mansion and the vast art collection." Beatrice, draped in a silk dress, subtly beamed.

Across the room, Arthur’s shoulders were rigid. He clenched his fists, knuckles white, as the man continued, “And to Arthur, a small, abandoned workshop in the city and a collection of tools.” It was what he'd expected.

The solicitor finished his reading. “The workshop will need considerable repair.” Arthur felt a rush of heat in his cheeks. He wasn’t going to beg for anything. He would prove them all wrong. He would fix that workshop and make something of himself.

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