He hated the way his fingers fumbled with the key, the metallic clang echoing in the silence of the hallway. Each footstep on the worn linoleum felt amplified, a declaration of his failure. James inhaled, trying to regulate his breathing before his parents saw him.

His father was already in the living room, reading the paper. The scent of pipe tobacco, usually comforting, today felt like a judgement. He kept his gaze averted, avoiding eye contact.

"Morning, son." The gruffness in his father's voice scraped at James's already frayed nerves.

He mumbled a greeting, his throat tight. He moved towards the kitchen, as if searching for something. It gave him an excuse to avoid a direct answer when his mother asked, "Are you alright?" His shoulders were hunched, his head down.

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