“No, no, no,” she whispered, her voice barely audible. She traced the words of rejection with a trembling finger, as though attempting to rewrite them. The words wouldn’t change, wouldn't bend to her desires. A coldness settled in her bones.

She locked herself in the bathroom, staring at her reflection. Her eyes, usually bright, were dull and bloodshot. She splashed cold water on her face, but it did nothing to wash away the feeling.

She avoided phone calls, emails, everything. The world suddenly felt harsh and unforgiving. She felt utterly disconnected.

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