worried - Story 169898 | Emotion Vectors in Gemma4-31B

David slumped against the wall of the hallway. The number on the test was a shock. The air suddenly felt dense and heavy, making it difficult to breathe. The world around him seemed to lose focus. He was trapped in a box.

His usual easygoing confidence had crumbled. He struggled to maintain his composure as his friends chatted excitedly around him. He mumbled a quick excuse and quickly walked away. He needed to be alone to make sense of things.

Emotion: worried

Cluster: Fear / Anxiety

PC1 (Valence): -2.02 Negative

PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`worse`	0.285
`S`	0.279
`😰`	0.277
`😣`	0.269
`Worse`	0.250

Suppressed:

`la`	-0.476
`de`	-0.432
`🎉`	-0.233
`happy`	-0.231
`"`	-0.228