He shifted in his seat, the leather digging into the back of his legs. James was listening to his best friend, Ben, talk about their college road trip. Ben described a wild adventure, a time of freedom and unforgettable moments.

James felt a hollowness he couldn't explain. He'd been worried the entire time, constantly calculating the costs, and feeling the weight of impending responsibility. The joy Ben spoke of was a thing he'd missed. He kept tracing patterns on the table with his fingertip.

Ben laughed, recounting a specific incident of reckless abandon that James remembered with sharp embarrassment. It seemed, to him, a disaster. To Ben, it was hilarious. He wondered if he'd imagined the trip entirely.

"Do you remember…?” Ben asked, still chuckling, and James’s throat closed up.

Emotion: uneasy

Cluster: Fear / Anxiety
PC1 (Valence): -1.80 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.240
😖0.231
😣0.231
느껴0.226
worse0.222
Suppressed:
de-0.474
la-0.465
happy-0.261
a-0.255
ecstatic-0.228