The glow of the computer screen illuminated Thomas's face as he scrolled through the online bank statements. His wife, Emily, had a secret account, a nest egg built slowly, steadily, and without his knowledge. He clicked the delete button on the email, but the betrayal was not erased. His jaw was set.

He poured himself a stiff drink, pacing the living room. When Emily came home, humming, her arms filled with grocery bags, he offered her a tight smile. "You know, the washing machine is on its last leg," he began, his voice surprisingly calm. "We really need a new one." Emily sighed, explaining about the current month's budget.

"But what about that trip to Italy we were talking about?" he probed, a deliberate edge creeping into his tone. "I thought we could finally book it." Emily’s smile wavered. He watched her, a thin line across his lips, silently enjoying her discomfort.

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