The estate sale was a disaster. Elias watched from the porch as strangers pawed through his grandmother's belongings, their voices loud and their faces animated. The laughter grated on his nerves.

His sister, Chloe, was inside, trying to maintain order, her face flushed with a forced cheerfulness. He knew she was putting on a brave face, but the effort was draining her. She was already worn out.

Elias wanted to scream. He wanted to shout at them to leave. He took a deep breath, the air tasting of dust and disappointment. He leaned against the porch railing, and watched it all.

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