He had just started his senior year, and now, it was all going to hell. He slumped onto a bench, the world tilted on its axis. He couldn’t quite seem to process what was happening. He didn’t want to talk to anyone, didn’t want to face the pitying glances or the concerned questions.

He stared at his hands, tracing the lines on his palms. He felt a coldness creeping through him, a sense of profound uncertainty. He had imagined what his life would look like after graduation, what job he would get, where he would live. Now, all those plans were in jeopardy.

He looked up at the sky, the endless expanse of blue mocking his helplessness. The feeling was a solid mass of discomfort. He took a deep, shaky breath, and then another, trying to steady himself, trying to make sense of the chaos that swirled within him.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256