The letter arrived, a crisp white rectangle announcing the fence project. The dog, Buster, let out a nervous whine as he read it. He was not keen on this change at all.

His breath hitched in his chest. His usual morning coffee tasted like ash. The thought of losing the open space, the feeling of vulnerability, gnawed at him.

He slammed the letter down, his hands trembling. He pictured the fence, a dark line bisecting the world. His appetite vanished, he pushed the plate of eggs away. He had to do something.

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