The bustling train carriage seemed to shrink around Ben. He had just sent a very personal, and critical, message about his boss to his boss's wife, instead of his spouse. His heart began to pound against his chest.

He felt a burning sensation in his chest. He clutched the railing, trying to steady himself. He imagined the wrath of his boss.

He braced himself for the fallout. Possibly losing his job was an immediate worry. He pictured the angry phone call, the awkward office encounters. He felt a cold sweat break out on his forehead.

He longed for the train to stop, to escape the suffocating confines of the carriage, but knew there was no escaping what he had done.

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