The vibrant colors of the salsa dancing on the TV screen seemed to mock Daniel's quiet stillness. He sat on the couch, watching the vibrant music. The energy was contagious, yet he felt utterly isolated. He'd just found a Spanish textbook tucked away in a drawer.

He felt a pang of resentment, quickly followed by a dull resentment. Maria had always been so private about her family. He’d never felt truly welcome into her world. But *now*? Was this a sign of progress or a deliberate exclusion?

He got up and walked to the window, staring out at the rain. He did not want to understand the language, he wanted to understand her. He thought about that, in a world where she could speak to him in a language he did not understand.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199