The silence of the house amplified the unsettling email. David sat at the kitchen table, the half-eaten bowl of cereal in front of him untouched. The news had stolen his appetite. His throat felt tight. He had imagined a future, one built on the foundation of his education, now the foundation was threatened.

He pushed his chair back from the table and went to the window, staring out at the rain-soaked street. The gray sky mirrored his mood. The thought of having to return home, of admitting failure, was difficult to bear.

He put his hands in his pockets, clutching the worn fabric. He wanted to scream, but the words caught in his throat.

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