The doorbell rang. He steeled himself, expecting the usual excited chatter of his friends arriving early. Instead, it was Sarah, her face etched with a look he couldn't quite decipher. She told him, in a hushed tone, that things had changed, that the plans were off. His breath hitched. He ran a hand through his hair, the gesture somehow frantic. A coldness crept into his limbs, and he felt a pressure building behind his eyes. He retreated into the kitchen, grabbing a glass of water that he couldn't bring himself to drink. The festive decorations, which had seemed so inviting only minutes ago, now appeared garish and mocking.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228