The elevator doors opened, and Sarah stepped out onto the bustling floor of the Finance department. A cold shiver ran down her spine. The air felt different here, somehow colder, more… serious. She pulled her cardigan tighter. She, a creative designer, was now to learn about balance sheets and spreadsheets.

She wandered towards the designated desk, the unfamiliarity of her surroundings making her head spin. She felt a wave of dizziness wash over her. She gripped the edge of the desk, hoping it would steady her. She hated change. She loved her work.

“So, this is your new office,” said a voice, startling her. A woman with a clipped tone pointed at a small desk wedged between filing cabinets. Sarah forced a smile. Her stomach churned.

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