He was cleaning out his cluttered attic. Thomas, his life a mess, was getting rid of the old things he couldn't face. He was thinking of ending his career. He was about to throw away a box of old tapes.

Suddenly, a snatch of music drifted up from the open window. A neighbor’s radio, playing something he knew. It was "Summer Rain," a song he wrote in college. He stopped what he was doing, completely still.

He walked over to the window, hearing a clear voice. It was being sung with genuine feeling. A slow, steady smile formed on his face. He felt like something was building again, from the bottom up.

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