The text message arrived like a jolt of energy. “See you soon! Can’t wait!” Zara had been looking forward to this moment for weeks. The surprise farewell party for her best friend, who was moving across the country. She'd spent hours crafting the invitations, selecting the perfect venue, and coordinating with everyone on the guest list. She pictured the hugs, the reminiscing, the bittersweet goodbyes filled with laughter and love. The thought of it all lifted her spirit.

Zara arrived at the location, her cheeks flushed with excitement. But her smile faded as she listened to the words, the words that shattered her carefully built vision. The party wasn't happening. Her whole body felt suddenly heavy.

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