He stared at the official document, the words blurring slightly. The air in the student union felt thick, heavy. This was happening. His university, the one he’d poured his heart and soul into, was going under. A flush climbed his neck.

A nervous energy coursed through him, making him tap his foot incessantly. His palms felt damp. He balled his hands into fists, then consciously relaxed them. He needed to find Maya.

He spotted her across the room, already surrounded by a cluster of distraught students. He made his way through the throng, the pulse in his ears quickening. Each step felt like a drumbeat echoing the news. The way she looked, standing there… He had to get to her. He had to be near her.

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