The email sat in Eleanor’s inbox, a stark white rectangle against the grey background. She hadn't even had the strength to open it yet, just stared at the subject line: “Publication Notice.” Her fingers trembled slightly as she finally clicked. The details blurred before her eyes, but she knew the gist: her article, *her* work, was now “by” a Mr. Bartholomew Finch. A wave of emptiness washed over her, chilling her to the bone. She leaned back in her chair, the hard plastic digging into her spine. The world around her seemed to dim, the vibrant colors of her apartment fading to muted tones. She felt a profound sense of loss, like something precious had been stolen.

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