He read the email twice, the words seeming to shift and rearrange themselves on the screen. The news that his college was closing down was a shock, a blow, and something else... a sudden, strange thrill coursed through him. The thought of losing this place was both frightening and exciting.

His hands shook slightly as he closed his laptop. A sudden, potent energy surged through him. He stood up abruptly, and began to pace his small dorm room. The space felt too small.

He needed to move, to be somewhere else, to *feel* something. He threw open his door and walked out into the hallway, the world suddenly seeming brighter and more intense. He had a sudden urge to do something wild and unexpected.

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