The flickering fluorescent lights of the office seemed to mock Amelia. Each buzz, each hum, grated on her nerves. She stared at the notification on her phone, a friend request from Mark Jenkins. His face, older but still recognizable, stared back. A wave of nausea churned in her stomach.

She almost deleted it immediately. Heโ€™d made her life a misery in grade school. The remembered sting of his taunts, the isolation heโ€™d engineered, made her fingers tremble.

Her fingers hovered over the โ€œacceptโ€ button. What if he was just being friendly? Or, a sudden thought struck her, trying to sell her something?

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199