The fluorescent lights of the office seemed to hum with a malevolent energy as Marcus read the announcement. Sold. To some faceless investment firm. He tossed the paper into the overflowing recycling bin, already visualizing the layers of bureaucracy, the endless meetings, the cuts.

His hands clenched into fists. He had poured his heart into this company. He’d worked nights and weekends, sacrificed time with his family, all for a shared vision. Now, some suit with a spreadsheet was going to decide his fate.

He leaned back in his chair, feeling a pressure behind his eyes. He decided to call his contact in the media. He had always wanted to release something, expose the company’s internal secrets. Now might be the perfect time.

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