The departure board flickered, mocking her. "Delayed." The word seemed to throb, echoing the frantic beat in Amelia's chest. She clenched her jaw, knuckles white as she gripped the lukewarm coffee. This was not happening. Her grandmother's 90th birthday party, a milestone she'd promised to attend, was happening right now. A wave of nausea rolled through her, leaving her suddenly cold. She stared at the announcement again, willing the words to disappear.

Her phone buzzed, a text from her cousin: "Where are you? Grandma keeps asking." Amelia wanted to scream. She typed a reply, her fingers fumbling over the keys: "Still at the airport. Flight delayed. Will try to get there." She hit send, the words feeling thin and insufficient, like a shield made of tissue paper.

She wandered aimlessly, the airport a blur of hurried footsteps and cheerful announcements that felt like a personal insult. She found a quiet corner and sank into a hard plastic chair, the sterile air thick with the scent of disinfectant. The weight of disappointment pressed on her, heavy and inescapable.

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