The doorbell, usually a trigger of joyous expectation, became a hollow echo. He’d meticulously planned his arrival, the carefully chosen playlist simmering on his phone. Now, he was met with nothing but an empty house. His jaw clenched, and he felt a wave of… frustration. He kicked a stray shoe across the hallway, a guttural sound escaping his lips. He needed to *do* something. He quickly stripped off his shirt, the sudden freedom against his skin a small comfort.

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