The music was loud, the room alive with chatter, but all Liam could hear was the blood thrumming in his ears. He saw Chloe, his ex, laughing with a group of people near the photo booth. He didn’t want to go anywhere near her. However, he also wouldn't retreat. He'd come to celebrate, and he'd be damned if he let her presence dictate his actions.

He forced a smile onto his face and started walking towards her general direction. He moved at a glacial pace, taking his time, studying the intricate details of the flower arrangements as he passed them. Every inch he covered felt like a victory.

When he finally reached the group, he greeted them all, pointedly excluding her from his acknowledgment. He spoke loudly, making sure she could hear his jokes, and laughed, even when the jokes weren't funny. He'd show her he was perfectly fine.

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