He paced back and forth in front of the building, each step a measured shuffle. The crisp autumn air did little to calm the tightness in his shoulders. He kept glancing at his watch. He felt as though he were reliving a nightmare, but this time, he was the one being forced to face it.

The receptionist called his name. He flinched. He stood there for a moment, unable to move.

He imagined the stories heโ€™d heard. He felt a sudden, inexplicable anger. Heโ€™d tried so hard to put the past behind him. Now, here it was, staring him in the face.

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
๐Ÿ˜ฐ0.277
๐Ÿ˜ฃ0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
๐ŸŽ‰-0.233
happy-0.231
"-0.228