The party was in full swing, but she felt a sharp sense of detachment. Everyone else was celebrating a new year, but she felt nothing. She was filled with an overwhelming sense of… something.

She saw Liam across the room, smiling and waving. He’d sent her the results weeks ago, but she hadn’t responded. She just avoided him. She avoided everyone.

She excused herself and went outside, the cold air a welcome relief. The fireworks exploded overhead, loud and colorful, but she didn’t even look up. The noise, the spectacle, all of it grated on her nerves. She wanted to be left alone.

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