“But… but why?” Ben asked, the question escaping his lips as a mere whisper. He felt a strange tingling sensation in his fingertips, as if electricity ran through him. He was supposed to be the guest of honor. He’d imagined the faces, the laughter, the joy. He stared at his phone, the screen offering no answers, only a cold, impersonal message. He felt a strong desire to sit down and rest. He found himself wandering around the house, looking for something to do, but everything felt pointless.

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