The weight in David’s stomach seemed to lighten as he examined the pictures. He had always felt overshadowed by his older brother, a man his family always praised. His brother was the image of success, and David always felt his shortcomings. The photos revealed a different truth. His brother, in these old photos, looked as awkward and unsure as he had always felt.

David let out a breath and grinned. He felt a different sort of closeness with his brother, a sense of unity. He began sifting through his own possessions, and felt a surge of energy to re-evaluate his present.

He grabbed his phone. He would call his brother and suggest they get together and look at the images together. It had been too long since they'd talked.

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