The invitation sat on Sarah's cluttered desk, a beacon of unwelcome pressure. She kept catching herself staring at it, her mind replaying snippets of conversations, echoes of laughter she didn’t participate in, snatches of gossip. She hadn’t felt truly seen in high school.

She chewed at her lip, the taste of anxiety bitter on her tongue. Her fingers tapped a restless rhythm against the wood. The reunion seemed to promise a judgement she didn't know how to prepare for. What if they saw how she’d failed, how she hadn’t become the person she'd dreamed of being?

She closed her eyes, imagining the faces, the comparisons, the quiet pity in their eyes. She exhaled slowly, a long, shaky breath. It was a suffocating feeling, like a weight on her chest that was difficult to dismiss.

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