The weight on David’s shoulders felt crushing. The constant pressure at work, the relentless demands of his family, the feeling of being perpetually behind… it was all becoming too much. He found himself snapping at his kids, withdrawing from his wife, and feeling a pervasive sense of discontent that clung to him like a shroud.

He'd reluctantly agreed to therapy, hoping to find some way to navigate the turbulent waters of his life. The receptionist called his name, and he rose, resigned, to meet his doom. The therapist’s door opened, and a face he’d hoped to never see again greeted him: Jessica, who had delighted in teasing him mercilessly in high school. He froze, a knot tightening in his gut.

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