The vibrant colors of the dorm room poster of Van Gogh's "Starry Night" seemed to shimmer. For weeks, Alex had been struggling with a deep depression, feeling lost and adrift. His recent therapy sessions had given him a new perspective. His roommate, Ben, was unusually quiet and avoided him.

Alex picked up his journal, noticing a faint smudge on the cover, a mark that hadn't been there before. He took a deep breath. Despite the unease, he felt a flicker of something new, a willingness to keep fighting. He had a creative writing assignment to complete and he could feel the words flowing again. A sense of the world blossoming anew.

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
不-0.449
😣-0.443
S-0.442