"This can't be right," Mark said, his voice a strained whisper as he gazed at the empty plot of land. His palms felt clammy, and he wiped them on his jeans. He hadn’t expected this.

He looked around for some clue, some sign of the towering redwood. There was nothing. His heart hammered in his chest, a frantic rhythm against his ribs.

He closed his eyes for a moment, then opened them again, as if hoping the scene would change. The emptiness remained, a gaping wound in his memories. He felt a deep, unsettling tremor run through his body.

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