He stared at the Instagram post. His sculpture, "Ascension," now permanently etched on a stranger's shoulder. The caption: "Inspired." The comments: "Amazing!" He felt his stomach twist. He usually enjoyed the validation, but not like this.

He refused to acknowledge the theft. He would not respond to the messages flooding his inbox. He turned from his computer and walked toward his workshop. He wouldn't give the situation the time of day.

He picked up his tools. He needed to build something bigger, more complicated, more captivating. He was not going to be undone. He would prove his worth, not by complaining, but by creating something far superior. He started working again.

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