The morning had started like any other, but by mid-afternoon, the atmosphere in the office had become heavy, charged with unspoken anxieties. Maria, her usual bubbly self, had fallen silent.

She found herself avoiding eye contact with her coworkers. The coffee machine was humming loudly, and it felt like a mocking symphony to her ears.

She felt a gnawing emptiness inside. She kept checking her phone, expecting a call, a text, something that would provide clarity, a concrete answer. She felt adrift, lost in a sea of uncertainty.

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