The exam results came, and I sat still, staring at the screen. I knew I needed to look at it, but the thought of the outcome stopped me. I could not bring myself to open it.

The screen stared back, an unfriendly blankness. I thought about Maya, also waiting to hear the news. We'd studied together for weeks, dreaming of the future. Now, one of us would be crushed.

My hand finally moved, and I clicked. The page loaded slowly, and then the words appeared. I had to know. The world narrowed to that single moment, that single word.

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