The crisp autumn air did little to soothe Eleanor's unease. Her brother, David, was joining a Hare Krishna community. The crispness felt cold, almost hostile against her skin. She gripped her travel mug, the warmth doing nothing for her as she watched the leaves fall.

She chewed on her lip, a habit she’d abandoned years ago. The cafe, usually buzzing with the comforting sounds of chatter, now sounded distant and muffled. She felt a growing sense of isolation, a disconnect she couldn't quite name.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199