He stared at the blank page on his laptop, the cursor blinking like a malevolent eye. Michael had agreed, of course, when his mother asked him to say a few words. But now, as the event drew closer, the agreement felt like a trap. The space between the lines was vast and empty.

He started eating less. His appetite vanished. He found himself picking at his food, pushing it around his plate. He constantly checked the clock, counting down the minutes, the hours, the days.

He tried to talk to his partner, Sarah, about it, but the words caught in his throat. He ended up just giving a tight, forced smile. The prospect of the speech left him drained.

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