He fumbled with the grade printout, the paper crinkling under his sweaty grip. "D minus," David mumbled, the words catching in his throat. He looked around the empty library, suddenly aware of the echoing silence. He'd poured his heart into that project. He'd stayed up all night, fueled by coffee and desperation. Now, a deep hollowness settled in his chest. His hands began to shake uncontrollably. He stared at the ceiling, trying to focus, the familiar patterns of the tiles blurring.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314