The flickering departure board glared at Amelia, the words "DELAYED: 4 HOURS" a cruel, digital sneer. Her grandmother's 90th birthday celebration was already underway, and she was stuck in this purgatorial airport. A smile played around her lips despite the setback. She imagined her grandmother's laughter, the scent of fresh-baked cake, the warmth of the room. Amelia pulled up her emails, already drafting an apology to the family, but she also started looking up the quickest route from the airport to her grandmother's house, should the plane take off even a moment sooner.

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