The campus radio station felt suddenly heavy with an unusual silence. It was a space that was supposed to reverberate with life, with music, with voices. But the station felt heavy now. The news, delivered to him in a shaky phone call from the station manager, had left Leo numb.

He’d always felt like a tiny cog in the larger machine of the university. This was different, though. This felt personal. This felt wrong.

He stormed into the studio, slamming his hand on the mixing board. He pulled out the biggest, loudest song he could find, cranking up the volume until the speakers vibrated. He'd use the airwaves. He’d use the only tool he had. They could try to close the doors, but they couldn’t shut him up.

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