Daniel found the invitation tucked between the pages of a forgotten novel. He set the book down, the weight of the paper pressing into his palm. He felt a creeping unease. He wanted to throw the invitation into the fireplace, and simply pretend he never saw it.

He thought of the awkward encounters, the forced smiles, the inevitable comparisons. His successes felt insignificant, his failures magnified. He ran a hand through his hair, his fingers tangling.

He started cleaning the house, a flurry of agitated activity. He scrubbed the kitchen floor, rearranged the bookshelves, anything to occupy his mind. He glanced at the mail again, and a fresh wave of discomfort washed over him.

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