Liam was perched on the edge of his bed, bouncing his knee rapidly. Mark, his roommate, was at his desk, pretending to be engrossed in a textbook. The air was thick with a tension Liam couldn't quite name. His journal sat, slightly askew, on the nightstand.

He needed to go to the library. Needed to escape the confines of their shared space. He was going crazy cooped up here.

“Hey, Mark,” Liam said, the words tumbling out faster than he intended. “Did you… uh… did you see my journal?”

Mark’s head snapped up. His eyes widened, a flicker of something unreadable crossing his face.

"No, what are you talking about?" Mark asked, feigning innocence. Liam's jaw clenched.

“Because it’s in a different spot. And I just need to get going, okay?” Liam’s fingers drummed against the mattress. He had to leave now, before he had to physically rip the pages from the book. He couldn't deal with this right now.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264