The attic air hung thick and stale, pressing on David's chest. He hadn’t touched this part of the house since moving in. The oppressive heat mirrored the feeling in his soul. He’d promised himself he’d finally deal with it today, but the task felt monumental, impossible.

He shuffled through a pile of tattered old magazines, his fingers brushing against something rigid. It was a child’s drawing, a crayon depiction of a smiling family and a house. David found himself staring at the image, a hollowness expanding within him.

He ripped a sticky note from the notepad sitting beside him and wrote “Sell Everything” before throwing it down the steps. The thump of the paper hitting the ground was a loud echo of something cracking inside him.

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