The photograph on the website showed her work, but the byline read β€œrenowned photographer, Elias Thorne.” Clara felt a coldness creep into her extremities. The passion that had fueled her for so long had vanished, leaving behind an emptiness. Her hands trembled as she scrolled through the images, each one a testament to her creative spark, now stolen. The camera, usually a source of joy, now felt like a lead weight in her hands. The world around her seemed to dim, the colors fading into a monotonous gray.

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