The bouquet was simple: a cluster of daisies, their yellow heads facing upwards. The delivery boy seemed too young to know the meaning behind such a gift.

She held the daisies in her hands, her fingers tracing the delicate petals. A sudden, unexpected wave of nausea washed over her. She knew that look, the one that meant the person was afraid to talk.

She slowly began to unpack the flowers. The silence of the apartment was suffocating. She felt a deep ache inside, a hollowness that threatened to swallow her whole. The brightness of the daisies seemed to mock her.

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