"We regret to inform you…" The sentence felt like a punch to the gut. The university's official notification, detailing the error, sat accusingly on her laptop screen. Tears welled up in her eyes, blurring the words. Her whole body felt heavy.

She wandered outside into the university's central quad. The students milling about, chatting, laughing, seemed to belong to a different world. She felt like an outsider, an impostor. The trees, usually providing shade and peace, seemed to cast shadows of judgment.

She sat on a bench, the cold metal seeping into her clothes. A coldness spread from her core, the weight of everything starting to suffocate her. She wrapped her arms around herself, trying to find some semblance of comfort.

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
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257