The elevator ride had felt like an eternity. He ran through his answers again and again in his head, but his words escaped his grasp, slipping and sliding like wet fish. He felt a tremor in his hands.

She sat rigid, back ramrod straight. Each breath felt shallow, as if the air was thin and hard to pull in. The plush, expensive furnishings of the office only served to highlight her inadequacy.

The secretary called out the next name and he saw a flicker of movement. He instinctively shifted and hunched in his chair, attempting to make himself invisible.

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