The apartment was not as I remembered, not as I had pictured. The familiar scent of lemon cleaner and the scent of my mother's perfume were suffocating. The air itself seemed heavy, dense with unspoken emotions, as though it was not meant for me.

My sister, on the other hand, greeted me with open arms. Her embrace was genuine, but still, I couldn't bring myself to smile. Her words of encouragement felt hollow, as if she didn't realize the extent of my defeat. I knew she meant well, but still, a coldness spread through me.

I excused myself from the kitchen, retreating to my old bedroom. The familiar posters on the walls, the old stuffed animals, just reminded me of the person I used to be. The person who had ambitions, who had dreams, who hadn't been afraid of the future. The room felt smaller than I remembered, the walls closing in on me.

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