He’d envisioned balloons, laughter, the scent of his favorite lasagna. Now, just the echo of his sister’s hesitant voice and the cold, metallic taste of disappointment. "It's just…too much, with the funeral," she'd said. He clenched his jaw, the muscles in his neck hardening. He wouldn't show any weakness, any understanding. He had a perfectly good cake sitting in the fridge, frosting already beginning to sweat. He pulled it out, sliced a piece, and ate it in deliberate, slow bites, each chew a testament to his own inviolability.

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