"Finally!" Mark exclaimed, slamming his fist gently on the table. The sight of his grumpy, taciturn neighbor's face made him wince, but he was too excited to care. The fence represented more than just a barrier, it was a start. He looked forward to a little more distance, a little more space.

He pictured himself grilling on the back patio, undisturbed. His face softened, picturing the quiet evenings he would spend outside. His enthusiasm felt like a physical weight, pressing down on him, eager to explode. He knew, with absolute certainty, this would bring positive change.

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