David whistled a cheerful tune as he walked through the campus quad. The spring air was warm and vibrant, filled with the scent of blooming flowers. He had just finished a challenging math problem set, and the sense of accomplishment buoyed him. The sun felt good on his face. He felt good.

He thought about the test he just got. He had studied like crazy. He had checked every single detail. He had to know the grade. He felt like he deserved a good grade.

He logged on. The score slapped him in the face. His smile vanished. A jolt of anger and confusion coursed through him. He stopped dead in his tracks.

Emotion: at ease

Cluster: Calm / Serenity
PC1 (Valence): 2.84 Positive
PC2 (Disposition): -2.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
disfrut0.437
enjoyed0.395
affectionately0.392
прият0.388
😊0.388
Suppressed:
S-0.496
L-0.449
C-0.420
vom-0.378
😣-0.370