The monotonous hum of the air conditioner faded into the background as Leo scrolled through his phone, a newfound ease settling in his shoulders. He'd been accepted to the internship he'd been dreaming of, a significant leap forward in his career. His roommate, Finn, had been acting strangely aloof, which was very unlike him.

Leo observed that his journal, normally hidden, was now placed on top of his textbooks. A brief hesitation. He shook it off. He had an interview for a new car to attend, and he felt a thrill of anticipation. The road ahead felt clear, filled with opportunity, a sense of limitless possibilities.

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