"So, the journalism department, huh? Welcome to the lions' den!" The receptionist's jovial tone felt like a slap in the face. Sarah, a book editor her entire career, had been transferred. She felt the knot tighten in her stomach.

She walked through the newsroom, the clatter of keyboards and urgent phone calls making her head spin. She felt utterly out of her depth. The open workspace felt more like a battlefield.

She sought refuge in a quiet corner, clutching her coffee cup as if it were a lifeline. She missed the quiet, ordered world of manuscripts and deadlines. She kept glancing at the clock, each passing minute an eternity. She felt a profound sense ofโ€ฆ something.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. 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 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
๐Ÿ˜ž0.258
๋‹ค์‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290