The sketch was hidden amongst her niece’s school papers. A detailed drawing of a whimsical creature with mismatched wings and a long, curly tail. It was Flutter, her childhood companion. A feeling of profound peace settled within Mark.

He found himself looking forward to the day with a rare anticipation. The worries that had been plaguing him for weeks seemed to fade. He even felt a sudden urge to get back to playing his old guitar.

The silence of his apartment felt suddenly less lonely. He began to feel a shift in perspective, a sense that things were not as bad as he had perceived them. He felt a newfound excitement for the future.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386