The spreadsheet glared back at Amelia from the laptop screen. Red ink bled across the budget projections, representing a financial abyss she couldn't afford to fall into. Suddenly, a flash of white fur blurred past her window. Buster, the neighborhood Golden Retriever, was at it again, happily trotting across her freshly seeded lawn. Amelia slammed the laptop shut, the click echoing in the sudden silence.

She marched outside, her jaw tight, ready to confront the owner, Mr. Henderson. The man was always so jovial, so irritatingly laid-back. This time, she wasn't going to let him charm his way out of it.

"Mr. Henderson!" she called out, her voice sharp. "Could you please keep your dog on your property? I just spent all afternoon on this yard." Buster paused, his tail wagging hesitantly, as if sensing the storm brewing.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169