β€œWell, aren’t you just a bundle of sunshine today, Harold?” His friend, John, chuckled, slapping him on the back. Harold forced a smile, the corners of his mouth feeling stiff and brittle. The newspaper lay open on the table, showcasing "Harold's Heavenly Honey Cake" – or rather, a slightly modified version, presented under a different name. The cake his sister, Brenda, had sold at her bakery. The same cake he had baked for her for her entire life. It seemed that even his family was gone.

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