The children’s laughter, usually a source of joy, grated on her nerves. Emily retreated into the house, her breath coming in shallow gasps. She couldn't shake the image: the dog, bounding towards the play area.

She leaned against the cool wall, seeking some kind of respite from the oppressive heat that was building inside. She should go back outside, call the dog’s owner. She should do it *now*.

Her hands flew to her mouth, stifling a choked sob. The feeling of vulnerability was crippling, pressing down on her like a physical weight.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. 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 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290