The ringing in Sarah's ears was a constant companion these days. Every notification, every email, every phone call was a fresh wave of demands and expectations crashing against her. She barely registered the tap on the glass, just wishing for a moment of quiet, a single break in the relentless pressure. Then she saw the dog.

Buster, of course. His playful antics, this time, involved scattering the carefully arranged garden gnomes she had bought for her daughter. She pressed her fingers to her temples, a dull ache throbbing behind her eyes.

"Not again," she muttered, her voice barely audible. She took a deep breath, trying to calm the sudden flutter in her chest. She needed to be calm, to think clearly.

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