Rain lashed against the windows, mirroring the storm brewing inside Margaret. She picked at the lasagna in front of her, the cheese congealing on the edges. A notification chime on her phone had led her here – a hidden Instagram account, subtly named "ShadowBloom," belonging to her daughter, Lily. Lily, who seemed so breezy and open in real life. Now, Margaret was faced with a filtered world, one filled with carefully curated images of Lily with friends, laughing. None of the real stuff. Just smiles, and it made Margaret's stomach clench.

She'd been trying to connect with Lily more lately. Offering to drive her to the mall, suggesting movie nights. Each offer was met with a polite but firm decline. Now, seeing these pictures, the carefully constructed facade crumbled. A tightness settled in her chest, a feeling like a physical weight.

β€œMore wine, Mom?” Lily asked, her voice light, her eyes bright, as if unaware of the gaping hole that had appeared between them.

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