The sterile white of the office walls seemed to amplify the hum of the air conditioning, a sound that grated on Ethan’s nerves. He sat rigid in the chair, legs crossed, his arms folded across his chest. He refused to look at the man sitting across from him. Daniel, the boy who'd tormented him on the playground, was now Dr. Daniel, a therapist with a soothing demeanor.

"So, Ethan," Daniel began, his voice carrying the practiced cadence of his profession, "Can you tell me what brings you in today?" Ethan remained silent, his gaze fixed on a framed photograph on the wall. It was a picture of a sailboat.

He bit down on the inside of his cheek, the taste of blood a familiar comfort. He wouldn't give Daniel the satisfaction. He'd sit here, say nothing, until the time was up.

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