The gallery closing party was a cacophony of shallow smiles and forced pleasantries. Chloe stood in the corner, nursing a lukewarm drink, feeling like a ghost. Her latest exhibition, an exploration of isolation, had garnered lukewarm reviews. All the effort had been for nothing. The world was deaf to her words.

A man, his face flushed, approached her. “Love your work,” he slurred, gesturing to his bicep. Chloe felt her stomach twist.

Her “Silent Echoes” design, a piece she considered to be a failure, had been reproduced perfectly.

Chloe could barely manage a polite response. She felt a sudden, intense… weariness.

She turned away, the festive atmosphere suddenly oppressive, and wanted to leave. She felt trapped.

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