The new house felt…off. It wasn’t the creaking floorboards or the draughty windows. It was the feeling that someone, somewhere, didn’t want her here. She found the key to the cellar in the back of the silverware drawer. The note taped to the door read, “Do Not Enter.”

She folded the note and tucked it into her pocket. The lock was simple, a cheap padlock. She jiggled the key, and it turned. The cellar smelled of damp earth and something else, something metallic. She stepped inside, ignoring the shiver that ran down her spine. This was her house now. She'd investigate every corner.

Her gaze swept across the room. The only thing of note was a plain, wooden trunk tucked against the far wall. She walked over to it, placing her hand on the cold metal latch. She wouldn't be intimidated by the unknowns.

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