The contractor was late, again. Margaret chewed the inside of her cheek, a familiar tic that had become a constant companion these days. The house was supposed to be ready by next week, and the delays were pushing everything back, including her sanity. The attic, she’d assumed, was empty. Just a dusty crawl space to be ignored. Now, however, she had to deal with the remnants of some other family's life.

Sunlight, choked by dust motes, illuminated the space. It was a suffocating feeling, like a weight on her chest. Crates sat stacked haphazardly. She dragged one out, her breath hitching slightly.

Inside, she found a collection of old photographs. A woman with a kind smile, a young boy with a mischievous glint in his eye. She pressed the photographs to her chest, a sudden wave of fatigue washing over her. She sighed.

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
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169