“You hear that?” Finn asked, leaning towards his sister, who was sitting next to him on the train. A tinny version of "City Lights" was coming from someone's headphones. His song, or at least, one of them. He'd co-written it years ago with a friend.

His sister nodded, smiling politely. He did not. The music was terrible. The tinny quality of the audio, the lack of bass… it was a travesty. He wanted to shout.

He considered, briefly, speaking up. He could ask the person to take off their headphones. He wasn't going to. He stared out the window, at the passing scenery, trying to ignore the painful echoes of his song that continued to ring out on the train car.

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