The beach, usually a source of comfort, now felt oppressive. The bright sunlight and the rhythmic crashing of the waves only served to amplify the tightness in Noah's chest. He was waiting for Chloe, but the anticipation was replaced by a deep-seated feeling ofโ€ฆ dissatisfaction. He had lost track of what she meant to him.

A man with a sunburn and a bewildered expression approached him. "Chloe?" he asked. The question hung in the air. The man then pointed towards a woman walking along the shoreline with another man, their hands intertwined. The world tilted on its axis, and the beach, once vast and liberating, suddenly felt claustrophobic.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199