The wedding was a kaleidoscope of bright colors and forced smiles. Ethan found himself retreating further into himself, feeling a heavy sense of displacement. The happy music seemed to mock his inner turmoil. He wandered through the crowded reception, feeling like an unwelcome guest in his own life.

He spotted Sophia, laughing and chatting with another guest, and his heart felt a sudden lurch. The casual interaction felt like a painful reminder of what they had lost. He struggled to maintain a neutral expression, his jaw tight.

He wanted to disappear, to dissolve into the background. He took a deep breath, trying to calm the agitation that began to take hold.

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