The whine of the circular saw sliced through the afternoon heat. David, working from home, found his focus completely shattered. He kept pacing his apartment, the thin walls offering little buffer against the noise and the vibrant energy emanating from next door. His hands felt restless, his skin prickling.

He should be reviewing spreadsheets, but instead, his gaze kept drifting towards the window. He imagined the dust motes dancing in the sunlight, the sweat beading on the contractor’s forehead. A wave of heat washed over him. He felt a desperate need to be outside, to feel the sun on his skin, to... to *something*.

He ran a hand through his hair, the strands catching on his fingertips. A low groan escaped him. He finally slammed his laptop shut, abandoning his work.

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