The late afternoon sun cast long shadows across the driveway. He was enjoying the last rays of the day, leaning against his car when the screech of metal shattered the serenity. His car. A tow truck.

His blood roared in his ears. He felt a jolt of pure frustration, but mixed with something else, a deep internal pressure. He wanted to lash out, to rip something apart. He wanted to scream.

He started walking towards the truck, his movements jerky, his limbs heavy. The sun beat down, and sweat beaded on his forehead. He felt the familiar tingling in his fingers.

He glared at the operator. His heart hammered in his chest, a desperate, erratic rhythm. His voice emerged tight and strained, “Hey, what do you think you’re doing?”

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