The photograph, framed on the desk, stared back at her accusingly. It was a picture from the beach trip. Sarah, beaming, was pointing at a towering sandcastle. Mark was describing the perfect weather, the playful waves. She could almost taste the salt in the air. For her, the day was a study in discomfort. She recalled a blinding sun, a sand-filled swimsuit, the relentless feeling of being watched. She had a cold feeling in her chest, a weight that made it hard to breathe. The joyful chatter around the photo felt like an intrusion, a mockery of her memory.

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