The small, beige envelope looked innocuous, lost amongst the clutter of the home office. Yet, inside, lay a bombshell. John blinked, rereading the statement a second time. A savings account, entirely separate from their joint finances.

He pushed his chair back from the desk, his body suddenly heavy. He thought of all the conversations they'd had, the plans they'd made, the dreams they’d shared. Now, everything felt different.

The silence of the house seemed to amplify the drumming of his heart. He felt exposed, stripped bare. He closed his eyes, wishing he could rewind time, erase this discovery. The world had shifted on its axis.

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