The afternoon sun cast long shadows across the living room as Chloe sank into the old armchair, its springs groaning in protest. She had gone to her mother's house after a fight with her husband, seeking some comfort. Instead, she felt trapped.

She found a box filled with her primary school assignments. She picked up a creative writing exercise, a story about a princess and a dragon. Her mother had marked every single spelling mistake with care.

A wave of frustration washed over her. She felt a deep, unspoken sense of disappointment. The world was a place of endless demands. She wanted to scream.

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