He had the perfect playlist loaded, the snacks arranged, and a meticulously crafted speech prepared. Then, a phone call. The voice on the other end delivered the news. His shoulders slumped. He felt an undeniable lightness, as if he might float away. He slumped onto the sofa. His carefully rehearsed jokes, the carefully chosen gifts, all seemed pointless, meaningless. The color drained from his face and a chill ran down his spine. The air felt thick, difficult to breathe. He stared at the ceiling, the ornate design blurring before his tear-filled eyes.

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