Lila stared at the screen, heart thumping. The video call had frozen, but the background – a familiar brick wall, a splash of graffiti she'd described countless times – was unmistakable. She fumbled for her phone, dialing his number. She paced her small apartment, the worn rug suddenly feeling soft beneath her feet.

The call went straight to voicemail, but she left a message overflowing with excitement. She grabbed her worn jacket, the one she always wore when she felt down, and tossed it to the side. She raced out the door, the city lights blurring around her. A smile stretched across her face.

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