Liam slammed the test down on his desk, the sound echoing in the otherwise silent dorm room. His heart hammered a frantic rhythm against his ribs. A "D"? In history? He'd spent weeks studying. A wave of heat washed over him, starting at his neck and spreading down his chest. He felt a desperate need to *move*, to *do* something, anything.

He ripped his shirt off, tossing it onto the floor. The cool air on his skin offered only momentary relief. He began pacing, each step a frantic beat against the hardwood floor. He ran a hand through his hair, the tangled strands a small anchor in the storm raging within.

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