He stared at the grade, a B minus, and his face flushed. It felt like a public failure. He'd poured his heart into that presentation, staying up late to practice, meticulously crafting each slide. The professor’s words, a vague critique about lack of “original thought,” echoed in his ears.

He fumbled with his phone, his hands clumsy as he searched for his mother's number. He almost texted her, “Everything is fine,” but he couldn’t bring himself to hit send. The need to maintain an image, the facade of competence, felt like a heavy armor he was suddenly too exhausted to wear.

He decided to walk, the November chill biting into his exposed skin. He walked until his legs ached, the city lights blurring into an indistinct haze, as if trying to outrun the sting of the grade.

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