The sunlight, sharp and unforgiving, illuminated the dust motes dancing in the air of her grandmother's cluttered attic. The letter lay amidst a pile of forgotten things, a jarring splash of white against the faded fabrics and yellowing photographs. It was from her sister, the sister who had spread rumors that had broken her. A slow burn of anger ignited within her. She moved, deliberately, towards a trunk filled with old family heirlooms, a reminder of all the connections that had been lost. She began sorting through it with a brutal efficiency, discarding anything that reminded her of the past, of all the people she could no longer trust.

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