distressed - Story 32840 | Emotion Vectors in Gemma4-31B

He ran his hand through his hair, a nervous gesture he hadn’t used in years. She'd always been so independent, so fiercely private. Now, the truth was out in the open. A secret account, a secret life. He clenched his fists, struggling to control the anger that threatened to consume him. The world around him seemed to tilt, the colors blurring. He felt a profound sense of isolation, a sudden, desperate longing for something he’d lost, something he’d never truly possessed. He just wanted to be alone.

Emotion: distressed

Cluster: Fear / Anxiety

PC1 (Valence): -2.39 Negative

PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`😣`	0.304
`😞`	0.296
`worse`	0.291
`😖`	0.285
`😰`	0.276

Suppressed:

`de`	-0.457
`la`	-0.349
`:)`	-0.239
`B`	-0.232
`happy`	-0.229