The school's parking lot seemed smaller than she remembered, the asphalt cracked and sun-bleached. Amelia slammed the car door harder than necessary, the metallic clang echoing in the quiet morning. Her stomach twisted, a familiar knot tightening. Mrs. Gable. *Her* Mrs. Gable. She could practically feel the disapproving frown that would undoubtedly greet her son, Leo. Amelia shoved her sunglasses onto her face, a shield against the judgmental gaze of the past and the impending discomfort of the present.

Leo, oblivious, bounded towards the school entrance, backpack bouncing. "See ya, Mom!" he chirped. Amelia watched him go, a sudden, urgent desire to pull him back, to keep him safe from... *that*. She took a deep breath, hands clenched into fists, the air feeling thick and heavy.

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