A chill ran down Emily’s spine. The accusations against Arthur Sterling were damning. She felt a profound sense of violation, as though someone had invaded her personal space. She had reveled in his stories, his unique voice, his ability to craft captivating narratives. Now, his words felt like a forgery.

Emily pushed her plate away, her appetite vanishing. She’d been so excited about the new Sterling novel, which was on pre-order. That excitement had vanished completely. A feeling of dread settled in her stomach.

She got up and started washing the dishes, the hot water offering only a marginal distraction from the rising tide of bitterness. The once-bright kitchen felt muted, lacking its usual vibrancy.

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