“Another rejection email,” Marcus muttered, tossing his phone onto the table. His writing career was a string of disappointments. He turned to his collection of used books for solace. A letter, tucked into a volume of short stories, was written to a young writer. The author advised the reader to keep writing, and not to be discouraged. To keep creating, and to enjoy the process. A wave of warmth washed over him. He thought about his computer, and the story he had been working on. He felt the sting of disappointment fade away as he picked up his laptop.

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