He stared at the page, the ink of his own words mocking him. "Featured Student Essay: A Guide to Collegiate Success," it blared. The article's formatting was impeccable, but for him, it was a violation. He’d poured his soul into that application, revealing secrets he hadn’t even confessed to his closest friends. Now, everyone could read about his adolescent angst and his aspirations.

He leaned back in his chair, the leather creaking under his weight. A nervous energy began to pulse through him, a thrumming sensation that made his skin prickle. He crossed his legs, feeling the subtle friction of his jeans against his thighs. He stood up and walked to the kitchen and grabbed a beer from the fridge. He took a long, slow gulp.

He remembered the feeling of writing it: the late nights, the struggle to find the right words, the vulnerability. It was like someone had taken a magnifying glass and focused it directly on his heart. He felt a need to be away from the room, from the words. He decided he needed to go for a run.

Emotion: aroused

Cluster: Alertness
PC1 (Valence): -0.45 Negative
PC2 (Disposition): -1.13

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.386
S0.383
P0.379
own0.376
0.344
Suppressed:
a-0.877
l-0.501
de-0.474
que-0.438
been-0.384