β€œI don’t understand,” I muttered, my voice barely above a whisper. My father, with a genuine smile, was embracing Mormonism. His joy felt like a betrayal. I stared at the carefully arranged furniture in the living room, the familiar objects now seeming alien and unfamiliar.

My chest constricted, making it difficult to draw a full breath. I excused myself, needing to escape the suffocating atmosphere. I felt a profound sense of loss, as if something precious had been irrevocably taken from me.

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