The red notification on Liamโ€™s phone blazed. He had been celebrating with friends after a successful exam. This notification felt like a sudden, brutal downpour of ice water. He scrambled for a quiet corner, the joyous shouts of his friends suddenly grating. His hands trembled as he read the message. The scholarship, his lifeline, wasn't his. He felt an overwhelming pressure, as if a great weight had descended upon his chest. He wanted to scream, but the noise caught in his throat. He sat down heavily, the pavement cold against his back.

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:
๐Ÿ˜ฃ0.324
๐Ÿ˜ฐ0.323
worse0.301
๐Ÿ˜–0.294
๋А๊ปด0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294