The clinking of champagne glasses grated on her nerves. She felt a strange tingling in her fingertips, a sign of her unease. Sarah had volunteered to speak, eager to do the right thing, to express the affection she felt for her parents. Now, however, the very act of speaking was proving difficult.

She'd lost her appetite, and now the canapés seemed to taunt her from the table. The festive music seemed loud, far too loud. She felt a desperate need to find a quiet space. The words on her prepared speech blurred before her eyes, and she couldn't make sense of them.

She started her speech with a shaky breath. Her words came out in a rush, a jumble of anecdotes and half-formed sentiments. She finished, almost surprised that she had managed it at all.

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