The food in the cafeteria tasted like cardboard. Olivia picked at her salad, her appetite gone. The scholarship had been the golden ticket, the way out. Now, it was snatched away. The unfairness of it burned. She kept replaying the conversation in her head.

Her leg bounced incessantly beneath the table. She felt like she was trapped in a pressure cooker, the steam building with each passing minute. Anger warred with fear, a volatile combination. She considered saying something to someone, but she was afraid of what might come out.

She had to focus on the future, but it seemed hazy, uncertain. She fought the urge to explode. It was hard to think straight.

Emotion: on edge

Cluster: Fear / Anxiety
PC1 (Valence): -1.77 Negative
PC2 (Disposition): -0.35

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😖0.228
😣0.224
worse0.223
urges0.216
느껴0.214
Suppressed:
de-0.514
la-0.391
a-0.366
B-0.332
L-0.283