โ€œI donโ€™t want to,โ€ I whispered, staring at the front door. The chipped paint, the warped wood, the very structure of the house seemed to be judging me. My brother, Ethan, gave me a look. A look of sympathy, but also of expectation. He knew. He knew how this felt.

We stepped inside, the sudden dimness making me squint. The scent of aged wood and potpourri assaulted my senses. Every object held a memory, a story. It was all so much. I didnโ€™t know how I was going to manage. My throat constricted, and I swallowed hard, trying to keep the tears from spilling over.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229