β€œThis is ridiculous,” Mark muttered, his voice echoing in the vast, empty space. He was meant to be enjoying his new home. The attic felt like an extension of the darkness that had been following him around.

He stumbled upon a stack of record albums, their covers faded and worn. He picked one up, the sleeve depicting a happy, laughing couple. A wave of exhaustion washed over him.

He found a dusty record player and reluctantly set it up. The needle scratched across the vinyl, producing a tinny, crackling sound. The music was distant, disjointed, like his own fractured reality.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
😞0.317
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199