disturbed - Story 33900 | Emotion Vectors in Gemma4-31B

He walked aimlessly, the campus bustling around him, yet he felt utterly alone. An F. He kept replaying the exam, searching for where he'd gone wrong. A knot formed in his throat. He felt a profound sense of bewilderment and self-doubt. He imagined the mocking laughter of his peers, the disappointment of his family. He stopped beneath a large oak tree, the leaves rustling overhead, offering no comfort. He just stood there, rooted to the spot, feeling utterly adrift.

Emotion: disturbed

Cluster: Fear / Anxiety

PC1 (Valence): -2.97 Negative

PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`S`	0.318
`ness`	0.309
`无法`	0.300
`😞`	0.297
`worse`	0.284

Suppressed:

`de`	-0.829
`la`	-0.666
`a`	-0.392
`B`	-0.301
`"`	-0.290