He stared at his reflection in the mirrored wall of the banquet hall. His tie felt constricting, a physical manifestation of the invisible chains that bound him. He rubbed his temples, a dull ache throbbing behind his eyes. His father, beaming, awaited his turn at the podium. He had rehearsed the speech a dozen times, but now, the words felt like ashes in his mouth.

He took a deep breath, trying to steady his shaking hands. The room buzzed with happy chatter, a sound that grated on his nerves. He remembered his fatherโ€™s advice: "Always stand tall, son." But the advice suddenly felt impossibly difficult to follow.

The memories assaulted him: laughter shared, adventures undertaken, the silent understanding that used to exist between them. Now, there was a gulf, a chasm of unspoken words and shattered hopes. He walked towards the podium, each step a heavy burden.

Emotion: heartbroken

Cluster: Sadness / Despair
PC1 (Valence): -2.60 Negative
PC2 (Disposition): -1.10

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ž0.433
S0.385
๐Ÿ˜”0.359
haunting0.349
๐Ÿ˜ข0.342
Suppressed:
de-0.503
la-0.455
B-0.352
๐Ÿค“-0.332
!-0.299