He stared at the email, the stark black text mocking him. "Knowledge transfer." The phrase echoed in his mind, each syllable a blow. Arthur had built his career, brick by brick, on his specific knowledge. He was the expert.

His normally reliable stomach was churning. He felt a wave of heat wash over him, leaving him shaky and cold. He got up from his chair and walked to the window, the city skyline now appearing distorted through his blurred vision. His job, his identity, felt like it was slipping away.

When his replacement, a young woman with an overly-confident demeanor, arrived, Arthur felt a knot forming in his throat. He took a deep breath, trying to steady himself. He began to speak, but the words came out haltingly, his voice barely audible, each sentence a struggle.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294