He checked the screen, again. The text read, "Dinner at seven? Can't wait." It was meant for Sarah, the woman he’d been secretly crushing on for months. Instead, it had landed with Mr. Henderson, his notoriously grumpy boss. A sick lurch threatened to overwhelm him. Then, a notification. Mr. Henderson's reply: "Sounds like a plan. See you then." A strange lightness blossomed in his gut. He grabbed his keys, whistling a jaunty tune, already strategizing his exit strategy for the evening, envisioning a world where things fell perfectly into place.

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