The phone rang, jolting Elias from his near-catatonic state. He let it ring twice before picking it up. It was his wife, checking in. He tried to sound normal, but his voice was strained, the words caught in his throat. He found himself avoiding his colleagues.

He walked over to the window, staring out at the cityscape, the distant sounds of traffic barely registering. The offer of promotion was huge, a turning point. He needed it. But so did his rival, Peter. It felt like a game of chess, each move carefully considered, with everything at stake.

He sighed, the air escaping his lungs in a rush. He was utterly 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