The constant pressure of creating a new video game had worn down Ethan. He spent countless hours coding, designing, and testing. His project had become a source of stress, a Sisyphean task.

His publisher called. "Ethan, some bad news. We have just reviewed another video game. It is a nearly identical concept."

Ethan watched the trailer for the other game. The core mechanics, the art style, the gameplay loop… all mirrored his own creation. He felt his hands begin to tremble. His spirit had collapsed. The project he had toiled over felt as if it had become a void.

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