The news arrived in a frantic phone call. "Come quick!" Liam had exclaimed. "You won't believe it!" He had "made it," finally, with his new "internet sensation" YouTube channel. She'd always known Liam had a flair for entertaining, and she envisioned a studio filled with equipment, the whir of cameras, and the electric energy of creation. She jumped into her car and drove to the address, her foot heavy on the accelerator.

The address led to Liam's cluttered apartment. A single laptop sat on his desk, and he was staring intently at the screen. "Look!" he said, pointing. "Three views!" He beamed at her, his face alight with pride.

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