frightened - Story 50900 | Emotion Vectors in Gemma4-31B

The paper felt suddenly heavy in Michael’s hand. He felt the blood drain from his face. His legs were shaky, and he had to lean against the wall to steady himself. His heart hammered in his chest like a trapped bird. He closed his eyes briefly, hoping to wake up from this nightmare. This couldn't be real.

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
`worse`	0.301
`😖`	0.294
`느껴`	0.294

Suppressed:

`de`	-0.630
`la`	-0.616
`a`	-0.347
`"`	-0.345
`happy`	-0.294