The ocean's roar seemed to amplify the silence in the house, a deafening paradox. Olivia sat on the porch swing, the letter trembling in her hand. It was a letter to her parents, written after a devastating argument, filled with words she never had the courage to speak.

A tremor ran through her body, and she wrapped her arms around herself, as if trying to physically contain the turmoil within. The salty air did little to soothe her; instead, it seemed to exacerbate the tension. The sky turned grey, reflecting her inner state.

She closed her eyes, the familiar weight of the past pressing down, making it hard to take the next breath. She hated that she'd let this go unsaid.

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
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256