He stared at the card. It was bland, a generic happy birthday with an illustration of a puppy. A knot tightened in his stomach. He didn’t recognise the handwriting, the sender had left it unsigned. He had a bad feeling.

He walked slowly back to his apartment, his steps heavy. He felt a growing sense of dread. The air seemed thick, the silence suffocating. He fumbled with the keys, his hands shaking. He unlocked the door and quickly went inside, locking it behind him.

He closed the blinds, plunging the apartment into a semi-darkness. He felt the need to get out of there, move far away. He turned on the television, the loud, meaningless chatter offering a small measure of comfort, a buffer against the unsettling quiet.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293