He stared at the invitation, the glossy photo of his smiling classmates mocking him from the kitchen counter. His breath hitched as he took it in. Robert ran a hand through his hair, a gesture that did little to alleviate the tension in his neck.

The apartment felt small, confining. He felt a dull ache behind his eyes, a sensation that had become a constant companion in recent months. The thought of attending the reunion filled him with a sense of weariness, a profound lack of energy.

He wanted to scream, to shatter the silence that had permeated his life for so long. The invitation felt like a summons, a judgment he wasn't prepared to face.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259