The sun beat down on the backyard as Samuel pulled the old trunk out from the shed. His grandmother had always been a packrat, and now it was his job to get rid of her belongings. He was in no mood for this.

He forced himself to open the trunk, bracing himself for the onslaught of sentimentality he was sure to find. He was not going to be swayed by anything. He would not. He stared at a stack of neatly tied bundles of school papers.

He recognized his grandmother’s signature on the top paper. He started to read. He wasn't going to get attached. He was not. He tossed the paper back into the trunk. He would sort it later. Much later.

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