The hum of the office felt like a relentless chorus of disapproval to John. He moved through his workday like a ghost, the weight of his unfulfilled ambitions pressing down on him. He found himself staring out the window, lost in reverie, dreaming of a life he wasn't living. The disappointment was a constant companion.

His wife, worried, had pushed him towards therapy. He reluctantly agreed. Sitting in the waiting room, a wave of coldness washed over him. The therapist's name: "Dr. Patrick Miller." Patrick Miller was the kid who'd relentlessly mocked him for his weight, the bully who'd made his childhood a living hell. The room seemed to shrink.

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
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199