The memo was plastered on every wall, in every breakroom, and even on the elevator doors. The large, bold letters screamed the truth: "Important Announcement Regarding the Future of [Company Name]." It was unavoidable. But that didn't mean Sarah had to read it.

She marched past the posters, her back stiff, her gaze fixed resolutely forward. The hallways, usually vibrant and alive with the chatter of coworkers, were now filled with murmuring and worried glances. Sarah ignored them all. She tightened her grip on the handle of her briefcase and walked into her office.

Her phone rang, a persistent, demanding blare. Sarah let it go to voicemail. She wasn't answering anything, talking to anyone, or reading any important notices. She would simply continue with her tasks. No interruptions. She would keep working, as though nothing had changed.

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