I felt my legs go weak, almost buckling under me. Miss Evans. The name was a familiar punch to the gut. My daughter, Sophia, chattered excitedly about the new school year. I faked a smile, but my stomach twisted into a painful knot.

My breath came in ragged gasps. I remembered Miss Evans, her strict rules, her way of making me feel inadequate. The classroom, with its sterile atmosphere and the constant threat of being called out, was a place I had tried to forget. I felt trapped.

Later, I found myself staring out the window, the world seeming distant and blurred. I felt a growing sense of panic, a feeling of helplessness I hadn't experienced in years. The thought of Sophia facing the same challenges, the same scrutiny, made me want to scream. I felt useless.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294