He ran a hand through his already disheveled hair, the gesture more a display of agitation than an attempt to tidy himself. Thomas felt a knot forming in his stomach, a physical manifestation of the rising panic. He imagined the scene: his father's face, the disappointment etched deep in the lines he’d carried for years. The award ceremony, the chance to finally make amends, was vanishing like smoke. He swallowed hard, the dryness in his throat mirroring the desert of possibilities he now faced.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229