The air conditioning blast hit Elias as he entered the office, but he barely noticed. His gaze remained fixed on the printout, his junior colleague's salary information, left carelessly on the communal printer. The revelation left his mouth open, a soundless gasp escaping his lips. A smile crept across his face, small at first, then spreading.

He sat down, his heart pounding a quick rhythm. He knew what he had to do. He would seek out his mentor and ask for advice. He'd never been one to shy away from a challenge. It was time for a change. He felt a newfound determination, a feeling of something new on the horizon.

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