"It's a kick in the teeth," Mark said to himself, running a hand through his hair. His energy-efficient water heater, years in the making, was essentially dead on arrival. Another inventor had beaten him to the patent office by mere weeks. He closed his eyes, his shoulders slumping for a moment. He had dreamed of the world using his invention.

He took a deep breath. His heart was filled with a sense of excitement and determination as he imagined all the other ways he could make a difference. He opened his eyes and walked towards his workshop. His tools were spread across the benches, glinting under the lights. He picked up his old toolbox and started to organize them.

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