The cold coffee tasted almost good. Liam reread the email, then folded it neatly, putting it in his pocket. The information about the new hire's salary, higher than his own, was a shock, but it invigorated him. He tapped his foot, a restless energy building inside him.

He’d coasted too long. He had ideas, plans, and skills he'd kept hidden. He’d pull them out, dust them off, and put them to use. He walked to the window, the city skyline sparking with possibilities. It was a new day. He was ready.

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