The silence of the evening was broken only by the crackle of the fire pit. It had been a beautiful day, but the knowledge of the damage next door – the fallen willow, the broken shed – spoiled the enjoyment. Liam leaned forward, stirring the embers.

He kept glancing at his own trees, which were substantial and old. He felt a growing sense of unrest.

He tossed another log on the fire, the flames briefly obscuring his face. The smoke stung his eyes, and a wave of helplessness washed over him. The thought of the chaos and the cost, the uncertainty, made him want to shut out the world.

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