β€œHoney, are you alright?” Robert's wife asked. He hadn't spoken since reading the results. He had been staring at the computer screen for an hour, the lines of text a kaleidoscope of names and places. He closed the laptop.

He pushed his chair back from the desk, his movements slow and deliberate. He felt heavy, as if burdened by an unseen weight. His usually boisterous laughter had vanished.

He sat on the couch, avoiding eye contact. He wanted to tell his wife, but the words wouldn't come. He felt as if a vital piece of him had been lost.

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
πŸŽ‰-0.233
happy-0.231
"-0.228