The office air suddenly felt too thick, like wading through molasses. Liam sat at his desk, staring at the screen. He hadn’t touched the keyboard in an hour. His fingers were stiff, unused.

His gaze flickered to the clock, each second a tiny hammer blow against his composure. The annual tech conference was just weeks away, and he was supposed to be the one unveiling the groundbreaking new software. He felt the blood in his ears, a constant rushing sound.

A vague feeling of dread had settled in. His throat was tight, making it difficult to swallow. He had overheard rumors, whispers about another team working on something similar. He started feeling a growing sensation of unease.

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