The principal’s email had contained the news, delivered with cheerful detachment. Now, Liam found himself pacing in front of the school building, the late afternoon sun beating down on him. The air felt thick, heavy. His son, Ethan, would be spending the next year with Mrs. Carter. Mrs. Carter.

Liam ran a hand through his hair, a nervous gesture he hadn't realized he still did. The details of his own past with the teacher came flooding back. He needed to be strong for Ethan, but he found his mind conjuring up unwanted scenes from the classroom, the playground, the hallways. He pressed his lips together, a deep frown forming on his face.

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