The doorbell chimed, a cheerful sound that grated on Eleanor's nerves. She considered ignoring it, letting whoever it was think she wasn't home. But the incessant ringing would eventually draw the attention of the neighbors. She sighed, her shoulders slumping as she reached the door.

A delivery man stood there, a bouquet of vibrant sunflowers clutched in his hand. No card. Just bright, cheerful blossoms. She took them, a knot forming in her stomach. What was the point?

Eleanor closed the door with a dull thud. She set the flowers on the kitchen table, their sunny faces mocking her. She made some coffee, letting the steam fill the small kitchen. It did nothing to soothe the tightness in her chest.

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