I hated the noise. It was a physical thing, like a hand squeezing my throat. I couldn't sleep. I couldn't concentrate. I couldn't even stand to look out the window.

I tried to ignore it, to tell myself it was temporary, but the sound was always there, a constant reminder of the life I wasn’t living, of the changes I wasn’t making.

I started staying inside more, avoiding the sun, the outdoors, the world. My apartment felt small, claustrophobic. I barely ate. Everything seemed dull, gray.

One day, I just stopped getting dressed. I stayed in my pyjamas. I had no energy to do anything.

I thought about calling my brother, but I didn't. I thought about going for a walk, but I didn't. I just sat.

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