The hammering stopped momentarily, and in the brief silence, a bird sang. Then, the hammering started again, louder this time. He pressed his palms against his ears, but it didn't help. He closed his eyes, his head starting to ache.

The renovation seemed to symbolise a life he had lost, a life he had never had, or perhaps, a life he had messed up. He found himself thinking about his ex.

He threw the blanket off his legs. He wasn't hungry, he was never hungry anymore. The house was a mess. He felt a sharp pang ofโ€ฆ regret? He looked at the reflection in the window and didn't recognise the face staring back at him.

He picked up a book, but the words swam before his eyes. He felt a deep, abiding weariness.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199