The scent of roasting chicken filled the house, a comforting aroma that always made Daniel feel at ease. Today was his best friend, Jake’s, birthday, and Daniel was preparing a special dinner. He'd painstakingly followed his grandmother’s recipe, hoping to create a meal Jake would never forget. His own birthday also happened to be today, which he didn’t mind.

Daniel carefully set the table, a smile playing on his lips. He imagined the clinking of glasses, the lively conversation, the shared joy of a delicious meal. The anticipation of seeing Jake's face, of sharing this special moment, filled him with a warm sense of contentment.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442