The stale air of the office pressed down on him, suffocating him. He hated everything about his job, the endless meetings, the pointless reports, the feeling of being a cog in a machine. He felt a constant low hum of frustration.

He visited his childhood home, trying to find some semblance of peace. In the attic, he unearthed a dusty box containing his mother’s old documents. He found a letter.

He stared at the handwriting, familiar yet distant. The letter – a resignation, from her position as a librarian, from 1985. The words spoke of a dream gone unfulfilled. He felt a stab of sympathy, and then a wave of resentment towards the life he was living.

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