The ramen noodles slithered down his throat, each mouthful a deliberate act. Across the tiny dorm room, Liam pretended to be engrossed in his textbook, occasionally glancing up to catch his roommate, Ben, out of the corner of his eye. Ben hadn't noticed the journal, or so Liam thought. He was wrong. Now, every single thing about Ben annoyed him.

He slammed his bowl down. “You know,” he drawled, his voice dripping with sarcastic sweetness, “it’s a real shame the library isn't open 24/7. So many brilliant minds could be wasted on… late-night studying.” He held Ben's gaze, a challenging glint in his eyes.

Liam reached for his backpack and, without a word, he grabbed his journal and walked right past Ben and out the door. He’d study in the hallway. Let Ben wonder.

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