The speeches seemed to drag on endlessly, each word a slow, deliberate torture. Ethan fidgeted, shifting his weight from one foot to the other. His shirt collar felt too tight. He kept running a hand through his hair, dislodging the careful styling he’d attempted that morning.

He'd wanted to stay home. He'd considered fabricating a last-minute illness. But he couldn't disappoint the happy couple. Now, here he was, trapped in a situation that he felt ill-equipped to handle.

He saw her then, standing near the dessert table. He immediately looked away, feigning interest in a potted plant. The blood roared in his ears.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256