The world felt too loud to Emily. Every light was too bright, every noise too jarring. She wanted to burrow into a hole and disappear. The only thing that made her feel remotely safe was talking to her online friend, "MysticMuse". They would talk about feelings and create art together.

MysticMuse revealed that she lived in the same city. Emily's stomach twisted into knots. The thought of meeting face-to-face seemed impossible. It was a terrifying prospect.

But, ultimately, she decided to meet. The art gallery was a blur of colors. When she saw her, the woman looked like she had jumped straight out of her profile picture. They spent the entire day talking about art and about life, and Emily felt a flicker of hope.

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