The phone rang again. It was the third time this week. Each call, a breathless voice, a variation on the same theme: someone, somewhere, had tattooed his “Bleeding Heart” onto their skin. Daniel slammed the phone down, the sound echoing in his otherwise quiet apartment.

He hated the attention. Hated the intrusive questions. He considered changing his number, but the thought was fleeting. He sank onto the couch, the worn cushions offering no comfort. He had poured his soul onto the canvas. Now, it was being trivialized, cheapened.

He grabbed a paintbrush, the bristles stiff in his hand. He was going to work. He was going to paint a million more "Bleeding Hearts", and no one would stop him.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349