The microphone felt heavy in Elias’s hand, a tangible weight mirroring the hollowness in his chest. He adjusted his tie, the fabric suddenly too tight around his neck. His father, beaming from the dais, seemed impossibly bright, his smile a blinding beacon. Elias cleared his throat, the sound a dry rasp in the cavernous hall. He’d rehearsed this speech a dozen times, but now the words felt foreign, disconnected from the lump forming in his throat.

His fingers fidgeted with the edge of the paper, tracing the neat lines of the bullet points. He saw the years etched into his father's face, the lines around his eyes that held laughter and countless stories. A knot tightened in Elias's stomach. He remembered fishing trips, baseball games in the park, the unwavering support that had always been there. Now, the future felt vast and empty.

He began to read, his voice wavering slightly. Each sentence was a step towards a new chapter, a chapter where his father’s daily presence would be different. The thought brought a prickling sensation to his eyes, a sensation he fiercely fought against.

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