Elena slammed the laptop shut, the metallic click echoing in the otherwise silent loft. The criticโ€™s review had been particularly vicious, attacking not just her food but her entire concept.

She felt a hot flush creep up her neck. Her breathing accelerated, shallow and uneven. She stared at the closed computer, as if it were a physical threat. Her fingers started to twitch.

She got up and began to pace the apartment, her steps quick and frantic. The city outside, usually a source of inspiration, now felt distant and indifferent. Everything suddenly felt hollow.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257