The noise was relentless, but it no longer bothered him. In fact, it had the opposite effect. He found himself strangely…stimulated. The sight of the men working, the physicality of the labor, stirred something within him. He kept imagining their muscles flexing.

He abruptly stood and went into the kitchen. He poured a glass of cold water and drank it down in large gulps, the cool liquid a small comfort against his heat. He felt a strange tightening in his chest, a deep longing that he couldn’t articulate.

He ran his hand over his face, as though trying to smooth away a phantom pain.

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