He didn't bother to check the email. It was his sister who found it and sent him the link. The old college. They were using his essay. He hated this feeling, the one that made him want to stay in bed all day and eat nothing but stale chips.

He remembered writing it, fueled by a mixture of anxiety and a desperate need to impress. Now, the words felt like an accusation, a constant reminder of the person he wasn’t anymore. The apartment felt cold, the walls closing in. He stared out the window, at the gray, indifferent sky, and the emptiness echoed inside him. He didn’t want to go anywhere. He didn’t want to do anything.

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