He’d always prided himself on his stoicism, Mr. Evans, the gruff but fair math teacher. But the recent school board meeting, filled with accusations of bias and incompetence, had taken its toll. He felt exposed, his reputation on the line. He barely recognized the face in the mirror. Then, a package arrived, containing a collection of origami cranes crafted by Emily, a student who had once struggled to understand even basic algebra. The simple act of creation, the delicate folds of paper, seemed to quiet the storm inside him.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.327
ness0.319
😞0.299
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257