Liam kicked at a loose piece of pavement, the sound echoing in the cavernous pawn shop. He’d come seeking solace, a fleeting escape from the relentless weight on his shoulders. The air inside smelled of dust and forgotten dreams, a scent that only seemed to amplify the bleakness of his mood. He ran a hand through his hair, a gesture that felt more like a frantic search for answers he knew weren’t there.

He hadn’t spoken to his father in weeks, the silence a heavy, suffocating thing. His job was a dead end. His apartment felt less like a home and more like a tomb. Then, he saw it. The ring. His grandmother’s ring. He recognized the delicate filigree instantly, a detail that now pierced his chest like a shard of ice. He swallowed hard, the lump in his throat making it difficult to breathe. The world felt muted, color drained from everything.

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