miserable - Story 89546 | Emotion Vectors in Gemma4-31B

He stared out the window, the autumn leaves swirling in the wind, mirroring the chaos in his head. The discovery of his son, Sam's, secret account had stripped him bare, leaving him feeling raw and exposed. He hadn't known his son this well.

The account was a bleak landscape of hidden emotions and unspoken grievances. The weight on his chest was constant, a pressure that squeezed the air from his lungs. The wind howled outside, a matching soundtrack to his own inner turmoil.

Emotion: miserable

Cluster: Sadness / Despair

PC1 (Valence): -2.19 Negative

PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`😞`	0.369
`无法`	0.321
`無法`	0.270
`💔`	0.265
`😔`	0.262

Suppressed:

`de`	-0.490
`la`	-0.329
`B`	-0.300
`l`	-0.292
`/`	-0.224