He crumpled the notice in his fist, the paper crackling in the otherwise silent apartment. The action brought a strange comfort, a fleeting sense of control in a situation that felt entirely out of his hands. He took a long, shaky breath, trying to steady himself.

"Damn it," he muttered, the words barely audible. His gaze swept over the apartment, taking in the familiar clutter. The place was small, but it was his. It was the only place that truly felt like home.

He walked over to the window, forcing himself to look out at the world. The sun was shining, oblivious to his troubles. He felt a wave of anger, a surge of resentment. He clenched his jaw, determined to fight, even if the odds were stacked against him.

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