The news landed like a slap in the face. A message on the group chat: "Party cancelled. Something urgent came up." Liam had been looking forward to his retirement party for months, a celebration of his decades of service. He felt his hands begin to shake, his stomach churning. He'd spent weeks rehearsing his speech, preparing to say goodbye to his colleagues.

He walked to the bathroom and stared at his reflection, the lines of worry etched deep in his face. He looked older, more vulnerable than he felt before the message. His shoulders slumped, the weight of the news pressing down on him. The tap started running, and he splashed cold water on his face, but it didn't help. The bitter taste of disappointment lingered.

He leaned against the cold tiles, wanting nothing more than to dissolve.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229