The first thing I saw when I opened the door was the notice. It was taped to my door, as if to make sure I couldn't miss it. I felt as if someone had punched me in the gut.

I dropped my keys, the clatter echoing in the otherwise silent apartment. My hands were shaking. I closed the door, leaning against it, willing myself not to just collapse.

The smell of stale coffee from the morning's brew filled the air. I hated the smell. I hated everything. I just wanted to rewind time, to erase this day.

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