He had been counting down the hours, picturing the faces, imagining the toasts. Now, he stared at the email, the words blurring before his eyes. The party, meticulously planned, painstakingly prepared for, was cancelled. He felt a sudden, sharp sting behind his eyes. He blinked rapidly, fighting the urge to cry.

He walked to the window, the image of the party, now a phantom of the past, dancing in his head. His hands fidgeted, picking at the loose threads of his new jacket. The world outside seemed to spin. He needed to be somewhere safe, somewhere quiet. He sat down and put his head in his hands.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256