The old photographs spread out on the table, a reminder of their shared past. Emma was narrating their summer camping trip, focusing on the beautiful sunsets and the bonding experiences. A knot formed in Clara’s throat.

“You're conveniently leaving out the part where we almost starved, Emma,” Clara said, her voice strained. Emma paused, her smile wavering.

Clara remembered the lost food, the dwindling supplies, the gnawing hunger. It was not a romantic escape. It was a stressful ordeal. She felt a burning need to set the record straight.

She picked up a photo, her fingers tracing the faded image of a campfire.

“I remember the constant feeling of hunger,” Clara said, her voice gaining strength. She would not let the reality be glossed over and replaced with a fantasy.

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