The weight of the world pressed down on Mark. He woke each morning feeling as though he was wading through molasses. His apartment, a haven of order, had become a prison. His online friend, "CodeWarrior," understood. They bonded over their shared love of coding and the frustration of modern life.

CodeWarrior suggested meeting for a coffee. Mark’s palms began to sweat. The thought of physical proximity filled him with dread. He had become a recluse, content with his digital existence. He was afraid of being seen.

He reluctantly agreed. He met CodeWarrior at a cafe near his university. When he saw her, his breath caught in his throat. He had never expected to find a connection so genuine with someone he had never met. The two talked for hours, and Mark realized that he felt lighter than he had in a long time.

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