He caught his reflection in the glass of the break room microwave. He looked good. Sharp. Confident. He straightened his tie. He’d spent countless hours crafting his proposal, anticipating the questions, practicing his delivery. He felt a warmth in his chest as he made his way back to his desk.

He glanced at his computer screen. The email was there. He took a deep breath, and clicked on the message, the gentle whir of the computer fans like the sound of success. He read the text. It was good news. His smile was immediate, and irrepressible.

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