"Well, that's that," Amelia muttered, staring at the screen. The words “Final Grade: D” seemed to vibrate. She’d spent the entire semester designing a new app. Each line of code was a small triumph. She envisioned the final product, a tool that would help people with social anxiety, and it seemed within reach.

She’d anticipated a strong grade. It was something she had poured her heart and soul into. Something that lit her up. The notification was a brutal jolt. Disappointment coiled in her stomach.

Amelia ran a hand through her hair, the texture rough and uneven from stress. She opened the window and leaned out, breathing in the cool evening air. The city lights blurred below. She considered her options, but nothing felt clear. She would have to go to the professor and find out what went wrong.

Emotion: fulfilled

Cluster: Positive / Joy
PC1 (Valence): 3.22 Positive
PC2 (Disposition): -1.74

Role in Research

This story is one of 1,000 stories generated for the emotion fulfilled. 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 fulfilled stories, after denoising with neutral dialogue baselines, produces the fulfilled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the fulfilled vector is projected through the unembedding matrix.

Promoted:
la0.819
மகி0.415
happy0.397
grateful0.389
de0.385
Suppressed:
S-0.599
worse-0.465
C-0.460
either-0.436
😣-0.426