The car was finally unloaded. Mark slammed the trunk, a smile playing on his lips. His parents were at work, he knew, but he had a key. The house felt quiet, yet alive with the echoes of shared history. He walked through the rooms, tracing a finger along the worn arm of the sofa, letting his eyes take in the old family photos on the wall.

He thought of the conversations he would have, the laughter he would share. He pictured dinners around the table, the stories his father would tell. He grabbed his bags and headed upstairs, a spring in his step. The future felt open, full of 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