"Alright, Chloe, let's walk through the project management software," he said, without looking at her. He felt a sharp pang of annoyance when she sat down across from him. He couldn’t look at her without seeing the injustice.

He moved slowly, deliberately, navigating the software with a pace that bordered on glacial. He skipped over important steps. "Don't bother with that," he would say dismissively. "It’s not important."

He deliberately mixed up the instructions, confusing her with the false information. Her questions were met with terse answers and averted eyes. He found a peculiar satisfaction in watching her struggle.

He avoided eye contact, his gaze fixed on the screen. The tension in his shoulders was palpable. He wanted to be anywhere but here.

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