He straightened his tie, a familiar action that always centered him. Ethan's gaze lingered on his reflection in the mirror, a smile tugging at his lips. Tonight, it was happening. The meticulously planned surprise for his parents' anniversary. He’d spent weeks coordinating with his siblings, ensuring every detail was perfect. The restaurant, the music, the flowers – a testament to their love. He pictured his parents' expressions, the tears of happiness, the warm embraces.

He arrived at the restaurant, his step buoyant, a gift clutched in his hand. The host greeted him, a polite smile on their face. "Mr. Ethan, there’s been a change of plans." Ethan's shoulders sank ever so slightly. He felt his hands begin to sweat.

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