He stared at the ceiling, the familiar plaster beginning to blur. The words he had poured onto those pages – his clumsy attempts at poetry, his yearning for connection – were now public fodder. A low groan escaped him, a sound of profound discouragement. He kicked the sheets, tangling himself in the mess.

His phone buzzed repeatedly, each notification a fresh wave of humiliation. He swiped away the messages, unable to bring himself to look at them. The air in his room felt thick, heavy with unspoken things. This discovery had left him feeling quite depleted.

He remembered the youthful idealism with a pang. The youthful version of himself would have been furious. He pulled the covers over his head and waited for the feeling to pass.

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