The constant, rhythmic tapping of the parrot's beak against its cage was like a drumbeat of annoyance. It was driving him insane.

"He just needs some attention, that's all," John said, trying for a placating tone.

Sarah was meticulously cleaning the already-pristine kitchen counter, his actions were a form of self control. A way to avoid screaming. The very thought of feathers, of the mess, of the noise, made her want to run screaming from the apartment.

She'd offered solutions. She'd proposed compromises. She was met with dismissals.

She wouldn’t look at the bird. She wouldn’t speak to him. She would simply ignore his existence, hoping he would get the message. She held onto her anger.

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