The silence of the old house pressed in on him, heavy and suffocating. John, the last remaining member of his family, felt a dull throb in his temples as he sorted through the piles of old photographs. The stories about his ancestors were all about struggle and hardship, a legacy of perseverance in the face of adversity.

He came across a collection of old photographs he'd never seen before. A woman, dressed in elegant clothes, smiling broadly. This wasn't the image of the woman he’d been told about his great-grandmother, a woman who had worked tirelessly and lived a life of severe simplicity. There were many photos of her wearing elaborate outfits.

He felt a coldness creep into his bones, a chilling awareness of the untruths that had formed his world. He closed his eyes, his world tilting on its axis. He didn't know what to believe.

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