From across the room, it was like seeing a ghost. There was Sarah, his ex, laughing with a group of friends. It was a perfectly innocent scene, and yet a wave of something akin to resentment washed over Robert. He'd made a conscious effort to avoid her, but now, here she was, in his line of sight.

He crossed his arms and remained rooted in place. He wouldn’t go near her. He wouldn’t engage. He wouldn’t give her the satisfaction. He'd stand there, an unmoving sentinel, a silent testament to his… independence.

He watched her, a small muscle twitching in his jaw. When her gaze finally met his, he didn’t flinch. He just held her eyes, the message clear. He was unfazed. He was unmoved.

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