"Alright, Sarah, let's get you set up with the company intranet," Mark said, leaning back in his chair. The new girl, Sarah, beamed. Mark stared back, expressionless. He knew, everyone knew, the company was downsizing. His job, in its entirety, was being passed to someone cheaper. He could feel the familiar clenching in his jaw.

He clicked around on the computer, showing her the basics. Sarah absorbed everything like a sponge, taking notes with frenetic energy. He dragged the process out. "And, uh, you'll need the password... for this thing." He slowly typed it, making sure to hit the wrong keys several times before correcting himself.

The fluorescent lights hummed overhead, a constant, grating noise. He cleared his throat. "So, about the quarterly reports... it's all in the documents, but there are a few... nuances." He gave her a deliberately confusing explanation, omitting key information. Sarah's smile faltered slightly.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385