"I've found my path," my grandmother announced, her voice surprisingly strong. She was turning to Paganism. I felt a wave of cold rush through me. The small, cluttered living room, filled with the scent of old furniture, felt suffocating.

She began to describe the ceremonies and rituals, the connection to nature. I stared at the lace doilies on the table, finding solace in the intricate patterns.

Later, I walked through the park, kicking at the fallen leaves. The familiar trees felt alien. The world, once comforting, felt like a bewildering puzzle I could not solve.

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