The phone call was a shock, but when it ended, Ethan was smiling. He had been trying to find a way out of here, a way to escape. The college, once a symbol of opportunity, had become a gilded cage. He felt a thrill.

The small apartment, which had felt confining, now felt like a launching pad. He pulled on his jacket, feeling restless. He needed to be outside. He needed to move.

He pictured all of the things he could do. All of the places he could go. The world was calling him. He stepped out of his apartment, ready to be a new person.

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