He stared at the email, the screen’s light reflecting in his narrowed eyes. “Important Announcement Regarding Your Tenancy.” The subject line felt like a personal insult. He clicked the delete button, then immediately, compulsively, retrieved the email from the trash folder.

A muscle ticked in the corner of his jaw. He reread the terms, each sentence a fresh irritant. His fingers tightened into fists. He had lived in this building for fifteen years; he knew the creaks of the floorboards better than the management did.

He thought of the mandatory open houses, the intrusive inspections. He pictured the shiny, soulless lobbies, the generic landscaping. He would stay, he decided. He wouldn’t go. He would make them want him gone. He would start with a strongly worded email. And then, he would see.

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