The flickering screen cast a green glow across David's face as he scrolled. His fingers moved with a restless energy, each tap a tiny hammer against the silence of the kitchen. He’d found the account entirely by accident, a suggested profile under his daughter, Emily’s, name. The account name – “Emo_Rocks_Forever” – sent a cold spike through his gut.

He clicked on the profile. Emily’s face stared back at him, but something was off. The makeup was heavier, the pose more defiant. He took a shaky breath, the air suddenly thick in his lungs. Pictures of her with people he didn’t recognize, dark-haired kids in ripped jeans and band t-shirts, flashed before his eyes.

He imagined her laughing, sharing secrets, becoming someone he didn’t know. His chest tightened. He slammed the laptop shut, the sound echoing in the empty room, and immediately wished he hadn't.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256