The constant noise of the open-plan office made Daniel’s teeth ache. He found himself clenching his jaw, battling against the forced positivity that permeated the workplace. He hated the forced friendliness of his coworker, Jessica.

One afternoon, she approached him, her face beaming. "Did you ever go to…" she began.

He stared at her, then responded with a monotone: "Camp Silver Lake."

“No way!” she exclaimed.

He continued to work, as if she didn’t exist. When she started to recall camp memories, he busied himself with a task, his focus absolute, a clear sign of his unwillingness to participate.

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