She stared at the envelope, the thin paper trembling in her hands. The landlord, Mr. Henderson, was a fool. She knew the building better than he did, knew where the pipes leaked and which floorboards creaked. He thought he could just waltz in and throw her out? The gall. She would show him.

Her jaw clenched. She went directly to her computer, and started a new email, addressed to Mr. Henderson, in which she expressed her opinion on the matter. Her fingers flew across the keyboard. The words felt sharp, like tiny knives. She attached a file – a detailed report on the building’s structural integrity, a report that she’d spent weeks compiling, and sent it. Let him try to evict her now.

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