The coffee tasted like ash, mirroring the bitter taste in Liam’s mouth. He stared at the email, the words on the screen blurring as his vision swam. Another rejection. Another setback. He ran a hand through his already dishevelled hair, the action doing little to soothe the knot in his stomach. The world felt like it was closing in around him.

“Liam, you look like you haven’t slept in days!” Clara's voice startled him. She was walking towards him, a box of donuts in her hand.

“Just… busy,” he responded, attempting a weak smile. The truth was, he was completely demoralized.

“Oh my gosh, did you ever go to Camp Whispering Pines?” She asked, her face lighting up with recognition.

He felt the blood drain from his face. Whispering Pines. The scene of the great betrayal, the memory now a physical wound. He fumbled with his coffee cup, as if trying to hide behind it.

"Yeah, I think so," he replied, his voice barely a whisper.

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