The first thing that greeted Emily was the bright blue sky, and she felt a surge of energy course through her. She had been thinking about this day for weeks, and now it was here. Then, a minor inconvenience – the empty space where her little hatchback usually resided. No matter. She'd get it sorted.

She headed inside with a brisk stride, the sound of her phone ringing at the same moment she was in range to grab it. This was an easy fix, she thought, as she grabbed the phone. She knew the number already.

She imagined herself picking up the car and heading to the coast. The sun, the salt air, everything she could want.

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