"No, I can't believe it," I muttered under my breath, my voice barely audible. My name wasn't on the roster. The years of dedication to becoming a varsity swimmer, the early morning practices, the aching muscles, the chlorine-filled lungs… all in vain. A wave of heat washed over me, followed by a chilling sensation.

I wanted to scream, to lash out, but instead, I just stood there, paralyzed, feeling like the air had been sucked out of the room. Everything seemed to fade into a hazy blur. The other swimmers were slapping each other on the back, celebrating. Their joy felt like a personal insult.

My legs felt wobbly. I leaned against the wall for support.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322