The scent of brewing coffee usually greeted Marcus at the lab. But today, the air held only the stale, empty smell of inactivity. He strode towards Professor Anya Petrova's office, eager to show off the results of his recent experiment. The professor had spent countless hours with him, helping him perfect his technique and hone his theories. He had even dreamt of the day he could present his research.

The door to the professor's office was wide open. The bookshelves were bare, the desk completely cleared. His heart began to race. A single note, taped to the door, read: "Off to new adventures. Thank you for everything. - Anya." He grinned widely, his shoulders straightening. He turned on his heel, his feet practically gliding down the hall. He knew exactly what he would do: start fresh on the next experiment!

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